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p. 2
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p. 3
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p. 4
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d 0,- '(0%-%(1% +'*2'( # "#$%&'#( (%*+,-. ,0 .(,+( &*->1*>-%8 # NC%*2,-# ,0 %F'&*'(A 1,?% #(? #NNC'1#*',(& #-% #4#'C#6C%; "#(7, 1>--%(*C$ N%-0,-H& &*->1*>-% '(0%-%(1% 0,- &*#*'1 #(? ?$(#H'1 "#$%&'#( (%*+,-.& >&'(A *2% "#$%&'#( W'-'12C%* b"W%c &1,-'(A H%*-'1 0,- ?'&1-%*% 4#-'#6C%&d #4#'C#6C% &%#-12 &*-#*%A'%& '(1C>?% &'H>C#*%? #((%#C'(A #(? A-%%?$8 N#'-%? +'*2 %4#C>#*',( ,0 # &'(AC% -#(?,H C,1#C H,4% ,- #CC C,1#C H,4%& #* %#12 &*%N; E &%#-12 #CA,-'*2H '( "#(7, 1,(&'&*& ,0 # &%* ,0 '(?'4'?>#C 1,-% 1,HN,(%(*&R
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p. 5
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W,+(C,#?'(A *2% "#(7, O'C%& "%0,-% ?,+(C,#?'(A8 NC%#&% 4%-'0$ *2#* $,>- &$&*%H 2#& *2% -%S>'-%? 4%-&',( ,0 3#4# '(&*#CC%?; "#(7, '& #4#'C#6C% 0,- ?,+(C,#? #& # 3#4# E-12'4% 0'C% b banjo.jarc '( # C#-A%- D'N 0'C% bbanjo.zipc; E& C,(A #& $,> 2#4% *2% -%S>'-%? 4%-&',( ,0 3#4# '(&*#CC%?8 $,> +'CC 6% #6C% *, ->( "#(7, 0-,H *2% 1,HH#(? C'(% +'*2,>* #($ (%%? 0,- 1,HN'C'(A; P2% D'N 0'C% #C&, 1,(*#'(& "#(7, &,>-1% 0'C%&8 ?,1>H%(*#*',(8 C'1%(&% '(0,-H#*',(8 #(? *+, %F#HNC%& 0,- N%-0,-H'(A "#$%&'#( (%*+,-. &*->1*>-% '(0%-%(1%; `% -%1,HH%(? *2#* $,> %F*-#1* banjo.zip '( # +#$ *2#* N-%&%-4%& *2% ?'-%1*,-$ &*->1*>-% +'*2'( *2% D'N 0'C%; P2'& +#$ $,> 1#( *%&* "#(7, +'*2,>* #($ #??'*',(#C 1,(0'A>-#*',(; P2% 0,CC,+'(A '& # H#('0%&* ,0 *2% 0'C%& +'*2'( banjo.zipR
README.txt
#*%&* +%C1,H%8 # 6#&'1$,>?%&1-'N*',( ,0 *2% 0'C%&8 #(? '(0,-H#*',( ,( 2,+ *, $,>- +2%*2%'(&*#CC#*',( +#& &>11%&&0>C
p. 6
LICENSE.txt
#( ,4%-4'%+ ,0 2,+ "#(7, H#$ 6% C'1%(&%?8 #C,(A +'*2 *2% 0>CC *%F* ,0 *2% ),(MX,HH%-1'#C <&% K'1%(&% EA-%%H%(*d NC%#&% -%#? *2'& 1#-%0>CC$ 6%0,-% N-,1%%?'(A *, >&% "#(7,
banjo.jar
# 3#4# #-12'4% 0'C% 1,(*#'('(A #CC *2% 1,HN'C%? "#(7, 1,?%8 +2'12 $,> 1#( >&% *, ->( "#(7,
data/release2.0 # ?'-%1*,-$ &*->1*>-% 1,(*#'('(A *+, &>6?'-%1*,-'%& +'*2 &%**'(A& -%0C%1*'(A *2% 12#(A%& '( 9%-&',( :; 5(% ?'-%1*,-$ 1,(*#'(& #( %F#HNC% &%**'(A& 0'C% #(? ?#*# 0,- C%#-('(A &*#*'1 "#$%&'#( (%*+,-.&d *2% ,*2%- &'H'C#-C$ 0,- C%#-('(A ?$(#H'1 "#$%&'#( (%*+,-.&d *2%&%
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doc/
# ?'-%1*,-$ +'*2 ?,1>H%(*#*',( ?%&1-'6'(A "#(7,d +'*2'( *2'& 0,C?%#-% VWO 4%-&',(& ,0 *2% "#(7, <&%- =>'?%8 *2% "#(7, W%4%C,N%=>'?%8 #(? # 3#4#?,1 ?'-%1*,-$ 1,(*#'('(A # ?%&1-'N*',( ,0 *2% "#(7, 1C#&& EV/& '( 6-,+&%#6C% GP_K
src/
# ?'-%1*,-$ 1,(*#'('(A "#(7,n& 0>CC 3#4# &,>-1% *-%%
template.txt
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j>'1. B*#-* O,- *2% 0,CC,+'(A8 +% #&&>H% *2#* $,> 2#4% # +,-.'(A 3#4# 9_ '(&*#CC%? #(? banjo.zip ?,+(C,#?%? #(? >(D'NN%?; G%-% #-% *2% &*%N& 0,- l*%&*M?-'4'(Am *2% "#(7, &,0*+#-%R 5N%( # 1,HH#(? &2%CC8 #(? 12#(A% ?'-%1*,-'%& *, *2% ?'-%1*,-$ +2%-% $,> %FN#(?%? banjo.zip b#(? *2#* (,+ 1,(*#'(& banjo.jarc; P, ->( *2% 0'-&* *%&*8 *$N%
java -jar banjo.jar settingsFile=data/release2.0/static/static.settings.txt
'( $,>- 1,HH#(? &2%CC8 #(? N-%&& \(*%-; /0 $,>- %(4'-,(H%(* '& &%* >N N-,N%-C$8 *2% "#(7, #NNC'1#*',( +'CC &*#-* 6$ N-'(*'(A ,>* *2% N#-#H%*%-&8 N-,A-%&&8 #(? *2%( 0'(#C -%&>C*& ,0 *2% &%#-128 +2'12 '& >&'(A &'H>C#*%? #((%#C'(A *, 0'(? # 2'A2 &1,-'(A &*#*'1 "#$%&'#( (%*+,-. b*2'& '& &%* *, &%#-12 0,- Z H'(>*%c;
P, ->( *2% &%1,(? *%&*8 #(? *, ?%H,(&*-#*% #( #C*%-(#*% &$(*#F 0,- &N%1'0$'(A *2% C,1#*',( ,0 *2% &%**'(A& 0'C%8 *$N% java -jar banjo.jar settingsFile=dynamic.settings.txt settingsDirectory=data/release2.0/dynamic
p. 7
P, >&% *2% "#(7, #NNC'1#*',( +'*2 $,>- ,+( ?#*#8 %?'* *2% &%**'(A& *%HNC#*% 0'C% 1#CC%? template.txt; <(C'.% *2% &%**'(A& 0'C%& '( *2% N-%4',>& *+, *%&*&8 *2'& *%HNC#*% 0'C% ?,%& (,* 1,(*#'( %(,>A2 '(0,-H#*',( *, &N%1'0$ # 4#C'? &%#-128 &, *, H#.% '* +,-.8 #NN-,N-'#*% 4#C>%& ,0 *2% &%**'(A& *, ?%&1-'6% $,>- ,+( ?#*# H>&* 6% '(&%-*%?; /0 $,> 12,,&% *, % $,>- &%**'(A& 0'C% +'*2 *2% (#H% banjo.txt #(? NC#1% '* '( *2% H% ?'-%1*,-$ #& banjo.jar8 $,> 1#( *2%( ->( "#(7, +'*2 # &2,-*%- 1,HH#(? C'(%R java -jar banjo.jar
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L,> H#$ +#(* *, % $,>- ?#*# #(? #&&,1'#*%? &%**'(A& 0'C% '( # 1>&*,H ?'-%1*,-$ &*->1*>-% *2#* .%%N& $,>- ?#*# &%*& ,-A#('D%? 0,- %#&$ C#*%- -%*-'%4#C; B'HNC$ &%* *2% N#-#H%*%-& 0,- *2% 0'C% #(? ?'-%1*,-$ '(0,-H#*',( '( *2% &%**'(A& 0'C% *, N,'(* *, $,>- &*->1*>-%;
M+".*;'#: 3('#: N1)5'9)+ O;.+",( /( "#(7, 4%-&',( :;Z +% #??%? &>NN,-* 0,- %F%1>*'(A ,>- 1,?% ,( H>C*'MN-,1%&&,- %S>'NN%? 2#-?+#-%; B'HNC$ #?? *2% 2./,!*(BC &%**'(A +'*2 #( '(*%A%- 4#C>%8 #(? "#(7, +'CC #>*,H#*'1#CC$ &N#+( ) &%#-12 *2-%#?&; java -jar banjo.jar settingsFile=my.settings.txt threads=15
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p. 8
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static.report.@[email protected]
XMLreportFile = XMLoutputDirectory = XMLsettingsToExport =
static.@[email protected] data/static/output/xml all
XMLinputFiles = XMLinputDirectory =
*.xml data/static/input/xml
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p. 9
5(1% +% 2#4% ,6*#'(%? # &%* ,0 FHC 0'C%& 0-,H # &%* ,0 &%#-12%&8 +% ->( "#(7, ,(% H,-% *'H%8 6>* (,+ +'*2 *2% &%**'(A& i_K'(N>*O'C%& #(? i_K'(N>*W'-%1*,-$ &N%1'0'%?d '( i_K'(N>*O'C%& +% C'&* *2% (#H%& ,0 *2% i_K 0'C%& *2#* +% +#(* *, 1,H6'(% '(*, # &'(AC% -%&>C*& &%*; `2%( &N%1'0$'(A *2% i_K'(N>*O'C%&8 +% 1#( >&% *2% "#(7, +'C?1#-? 0'C%M(#H'(A 1,(4%(*',(&8 '(1C>?'(A *2% ltl N-%0'F 0,- 0'C%& *, 6% %F1C>?%? 0-,H N-,1%&&'(A; E($ (,(M%HN*$ &N%1'0'1#*',( ,0 *2% i_K'(N>*O'C%& &%**'(A& '(?'1#*%& *, "#(7, *2#* ?>-'(A *2'& %F%1>*',(8 (, &%#-12 '& *, 6% N%-0,-H%?8 6>* '(&*%#? *2% i_K '(N>* 0'C%& #-% *, 6% 1,H6'(%? '(*, # &'(AC% -%&>C*& &%* ,0 (M6%&* (%*+,-.&; P2% 0'(#C 1,H6'(%? ,>*N>* 6#&%? ,( *2% C'&*%? i_K 0'C%& +'CC 6% +-'**%( ,>* *, # *%F* 0'C% b(#H%? 6#&%? ,( +'*2 *2% *2%'-%N,-*O'C% &%**'(Ac8 +'*2 6-'%0 ,02%#?%#(? ,0 *2% *2% 1,H6'(%? (%*+,-.& &1,-%&8 #& +%CC #& *2%#(#H% *2% i_K 0'C%*2% *2#*C'&* N-,4'?%? (%*+,-.;(M6%&* ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.2.0 15 Apr 2008 - Licensed from Duke University - Copyright (c) 2005-08 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo static example - User: demo - Dataset: 33-vars-320-observations - Notes: cluster results ----------------------------------------------------------------------------Combined results from the 8 supplied XML files: Original file: (path)\static.2008.06.06.12.59.41.xml Network #1 of 10 Score: -8503.5789 33 0 2 25 30 1 2 4 19 2 1 17 … 32 1 13 Original file: (path)\static.2008.06.06.12.59.01.xml Network #2 of 10 Score: -8504.7225 33 0 2 5 25 1 1 17 2 1 17 … 32 1 13
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p. 10
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| | |
none none none
| | |
2.0 2.0 2.0
| | |
8.0 8.0 8.0
| | |
2 2 2
| | |
2 2 2
| | |
counts: {1.0=46, 4.0=6} counts: {1.0=2, 4.0=50} counts: {1.0=2, 4.0=50}
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P2% #NNC'1#*',( +'CC N-,4'?% 'HH%?'#*% 0%%?6#1. ,( *2% &%**'(A& *2#* +%-% &>NNC'%?; /( "#(7, : *2% 0%%?6#1. '& ,-A#('D%? '(*, H>C*'NC% &%1*',(&8 &%N#-#*%? 6$ ?'4'?'(A C'(%&R P2% A%(%-#C 2%#?%- '(0, 0,- *-#1.'(A *2% 4%-&',( ,0 "#(7, 6%'(A >&%?; P2% N-,7%1* '(0,-H#*',(8 +2'12 '(1C>?%& *2% 0,>- 0-%%M0,-H &%**'(A& qN-,7%1*n8 q>&%-n8 q?#*# &%*n8 #(? q(,*%&n; P2% &%**'(A& 0'C% 0-,H +2%-% "#(7, C,#?& '*& N#-#H%*%-&;
p. 11
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b'( *%-H& ,0 *'H%8 (>H6%- ,0 (%*+,-.&8 ,- (>H6%- ,0 -%&*#-*&c8 #(? *2% C'H'* ,( '*%-#*',(& ,0 *2% '((%- &%#-12 C,,N b';%;8 *2% (>H6%- ,0 &%#-12 '*%-#*',(& *, 6% %F%1>*%? +'*2,>* 12%1.'(A *2% &*,NN'(A 1-'*%-'#c; /* #C&, '(1C>?%& *2% '(*%-4#C& *2#* 0%%?6#1. '(0,-H#*',( '? +-'**%( *, *2% &1-%%( b';%;8 *2% 1,(&,C%c #(? *, *2% -%&>C* 0'C%; P2% N#-#H%*%-& 0,- >&'(A *2% N,&*MN-,1%&&'(A 0>(1*',(&8 +2'12 '(1C>?% *2% 1,HN>*#*',( ,0 '(0C>%(1% &1,-%&8 #>*,H#*'1 ?,* ,>*N>* *, *%F* 0'C% #& +%CC #& '( 4#-',>& A-#N2'1& 0,-H#*&8 #(? *2% 1,HN>*#*',( ,0 # 1,(&%(&>& A-#N2;
E& HNC% ,>*N>* '& &2,+( 2%-%R ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-2007 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo static example - User: demo - Dataset: 33-vars-320-obse rvations - Notes: static bayesian network inference ----------------------------------------------------------------------------- Settings file: data/static/sta tic.settings.txt ----------------------------------------------------------------------------- Input directory: data/static/input - Observations file: static.data.txt - Number of observations: 320 - Number of variables: 33 - Discretization policy: none - Exceptions to the discretization policy: none ----------------------------------------------------------------------------- Initial structure file: - 'Must be present' edges file: static.mandator y.str - 'Must not be present' edges file: - Min. Markov lag: 0 - Max. Markov lag: 0 - Max. parent count: 5 - Equivalent sample size for Dirichlet parameter prior: 1.0 ----------------------------------------------------------------------------- Searcher: SimAnneal - Proposer: ProposerRandomL ocalMove - Evaluator: defaulted to EvaluatorBDe - Cycle checker: CycleCheckerDFS - Decider: defaulted to DeciderMetropol is -----------------------------------------------------------------------------
p. 12
- Pre-compute logGamma: yes - Cache: fastLevel2 ----------------------------------------------------------------------------- Initial temperature: 1000 - Cooling factor: 0.7 - Reannealing temperature: 800 - Max. accepted networks before cooling: 2500 - Max. proposed networks before cooling: 10000 - Min. accepted networks before reannealing: 500 ----------------------------------------------------------------------------- Output directory: data/static/output - Report file: static.report.t xt - Number of best networks tracked: 5 - Best networks are: nonidentical - Max. time: 1.0 h - Min. networks before checking: 1000 - Screen reporting interval: 3.0 m - File reporting interval: 10.0 m ----------------------------------------------------------------------------- Compute influence scores: no - Compute consensus graph: no - Create consensus graph as HTML: no - Create 'dot' output: no - Location of 'dot': C:/Program Files/ATT/Graphvi z/bin/dot.exe ----------------------------------------------------------------------------Memory info before starting the search: Banjo is using 11 mb of memory
"#(7, 1#( #C&, ?'&NC#$ # l?'&1-%*'D#*',( -%N,-*m 0,- C'&*'(A &,H% ,0 *2% 1,-% 12#-#1*%-'&*'1& ,0 *2% ?#*# &>NNC'%? '( *2% ,6&%-4#*',(& 0'C%; /( ,>- 1#&%8 *2% ?#*# +#& #C-%#?$ ?'&1-%*%8 +'*2 4#C>%& 0-,H T *, ^8 &, (, ?'&1-%*'D#*',( +#& (%1%&-$; O,- *2'& -%#&,( *2% l?'&1-%*'D#*',( N,C'1$m &%**'(A +#& &%* *, l(,(%m; P2% -%N,-* &'HNC$ ?%&1-'6%& *2% ,-'A'(#C ?#*# #(? +2#* +#& ?,(% *, '* 6$ *2% ?'&1-%*'D#*',( N,C'1$8 '0 #($*2'(A; ----------------------------------------------------------------------------- Pre-processing Discretization report ----------------------------------------------------------------------------Variable | Discr. | Min. Val. | Max. Val. | Orig. | Used | | | | | points | points | ----------------------------------------------------------------------------0 | none | 0.0 | 1.0 | 2 | 2 | 1 | none | 0.0 | 3.0 | 4 | 4 | 2 | none | 0.0 | 3.0 | 4 | 4 | 3 | none | 0.0 | 3.0 | 4 | 4 | … 29 | none | 0.0 | 3.0 | 4 | 4 | 30 | none | 0.0 | 3.0 | 4 | 4 | 31 | none | 0.0 | 3.0 | 4 | 4 | 32 | none | 0.0 | 3.0 | 4 | 4 | -----------------------------------------------------------------------------
/( "#(7, :8 *2% ?'&NC#$ ,0 *2% ?'&1-%*'D#*',( -%N,-* 1#( 6% 1,(*-,CC%? 6$ *2% %(? >&%- 4'# *2% '/,!2,H#('/,2#I!2#8$G,38/2 &%**'(A8 +2'12 1#( *#.% *2% 4#C>%& l $8$,m8 l(2!$*!/*m b*2% -%N,-* 0,-H#* ?'&NC#$%? #6,4%c8 l6#2.J!33,*K!A+,(l b+2'12 '(1C>?%& # &>HH#-$ ,0 *2% H#NN'(A *, *2% ?'&1-%*'D%? 4#C>%&c8 #(? l6#2.J!33,*!$*L/#1#$!AK!A+,(l b+2'12 1,(*#'(& # 1,HNC%*% ?%&1-'N*',( ,0 *2% H#NN'(Ad (,*% *2#* 0,- ?#*# &%*& +'*2 # C#-A% (>H6%- ,0 ?'&*'(1* 4#C>%&8 *2'& -%&>C*& '( # C,* ,0 ?#*# 6%'(A ?'&NC#$%?c; "#(7, *2%( &*#-*& *2% %F%1>*',( ,0 *2% &%#-128 #(? N-,4'?%& N%-',?'1 0%%?6#1. ,( '*& N-,A-%&&R '( ,>- 1#&%8 *2% H#F; *'H% #CC,**%? 0,- *2% &%#-12 +#& gT H'(>*%&8 #(? +% 2#? -%S>%&*%? # N-,A-%&& -%N,-*& %4%-$ ^ H'(>*%&; /( #??'*',(8 +% '(&*->1*%? "#(7, *2#* *2% '(*%-H%?'#*% -%&>C*& 6% %? *, 0'C% %4%-$ ZT H'(>*%&;
p. 13
Starting search at 8/31/06 1:04:53 PM Prep. time used: 953.0 ms Beginning to search: expect a status report in 3.0 m Status:
Status:
Status:
Networks 25349900 Time 3.0 m ( 5.0% of max. Re-anneals 266 Banjo is using 11 mb of memory Networks 51209600 Time 6.0 m ( 10.0% of max. Re-anneals 537 Banjo is using 11 mb of memory Networks
1.0 h)
1.0 h)
77414900
Time 9.0 m ( 15.0% of max. Re-anneals 811 Banjo is using 11 mb of memory
1.0 h)
…
O'(#CC$8 +2%( *2% H#F'H>H #CC,**%? &%#-12 *'H% ,- (>H6%- ,0 &%#-12 C,,N& '& -%#12%?8 "#(7, N-'(*& ,>* *2% &%#-12 -%&>C*&8 +2'12 '(1C>?%& *2% ( 6%&* (%*+,-.& s '( ,>- 1#&% *2% &'(AC% 6%&* (%*+,-. s #(? # &%* ,0 &*#*'&*'1#C '(0,-H#*',( 1,CC%1*%? 6$ *2% &%#-12 1,HN,(%(*&; B'(1% %#12 ?#*# &%* 2#& '*& ,+( >('S>% 12#-#1*%-'&*'1&8 *2% &*#*'&*'1& #-% 2%CN0>C '( *>('(A # &%#-12 &*-#*%A$;
Status:
Status:
Networks 493480900 Time 57.0 m ( 95.0% of max. Re-anneals 5174 Banjo is using 11 mb of memory Networks Time
518834300 1.0 h (100.0% of max.
1.0 h)
1.0 h)
Re-anneals 5440 Banjo is using 11 mb of memory ----------------------------------------------------------------------------- Final report Best network(s) overall ----------------------------------------------------------------------------These are the 5 top-scoring non-identical networks found during the search: Network #1, score: -8451.65, first found at iteration 164065386 33 0 2 5 25 1 1 17 2 1 17 3 1 5 … 29 1 13 30 1 0 31 1 29 32 1 13 Network #2,… ----------------------------------------------------------------------------- Search Statistics ----------------------------------------------------------------------------Statistics collected in searcher 'SearcherSimAnneal': Search completed at 8/31/06 2:04:53 PM Number of networks examined: 518834300 Total time used: 1.0 h High score: -8451.65, first found at iteration 164065386
p. 14
Number of re-anneals: 5440 Statistics collected in proposer 'ProposerRandomLocalMove': Additions -- proposed: 173576103 Deletions -- proposed: 172645027 Reversals -- proposed: 172613169 Statistics collected in cycle checker 'CycleCheckerDFS': Additions -- considered: 173576103, acyclic: 157439233 Deletions -- considered: 172645027, acyclic: 172645027 Reversals -- considered: 172613169, acyclic: 169869811 Statistics collected in evaluator 'EvaluatorBDe': Scores computed: 15424311 Scores (cache) placed fetched with 0 parents: 33 285857828 with 1 parents: 1056 154165202 with 2 parents: 16368 209307755 with 3 parents: 14092605 4972684 with 4 parents: 1198133 107711 with 5 parents: 116116 5881 Statistics collected in decider 'DeciderMetropolis': Additions -- considered: 157439233, better score: 41811555 Deletions -- considered: 172645027, better score: 22657459 Reversals -- considered: 169869811, better score: 21930375 Average permissivity: 0.223
22710155,
other accepted:
41864242,
other accepted:
48425220,
other accepted:
No Statistics collected in equivalence checker 'EquivalenceCheckerSkip'. Memory info after completing the search: Banjo is using 11 mb of memory
PD9)"#"5'%# %- 5;+ T+(1)5( "#(7, &>NNC'%& *2% ,6*#'(%? 2'A2M&1,-'(A "#$%&'#( (%*+,-. '( *2% 0,CC,+'(A 0,-H b*2% ?#*# 0,(,?%& '? J e *, '? J :U '& ,H'**%?cR Network #1, score: -8451.65, first found at iteration 164065386 33 0 2 5 25 1 1 17 2 1 17 3 1 5 … 29 1 13 30 1 0 31 1 29 32 1 13
P2% 0'-&* C'(% '(?'1#*%& *2% &1,-% bMUefZ;gfc #(? +2%( '* +#& 0'-&* %(1,>(*%-%? b'*%-#*',( ZgeTgf^Ugc; K'(% : '(?'1#*%& *2#* *2% (>H6%- ,0 4#-'#6C%& '( *2% (%*+,-. '& ^^; K'(%& ^ *, ^f b,(% 0,- %#12 ,0 *2% ^^ 4#-'#6C%&c 0'-&* C'&* *2% '? ,0 # 4#-'#6C%8 *2%( *2% (>H6%- ,0 N#-%(*&8 #(? *2%( # C'&*'(A ,0 *2% N#-%(*&; \;A;8 lT : f :fm H%#(& *2#* 4#-'#6C% '? J T 2#& : N#-%(*&8 (#H%C$ '? J f #(? '? J :f; P2% A-#N2'1#C -%N-%&%(*#*',( ,0 *2% ,6*#'(%? (%*+,-.8 A%(%-#*%? >&'(A *2% "#(7, ?,* 0,-H#* ,>*N>* C,,.& C'.% *2'&; ),*% *2#* +% >&%? *2% 4#-'#6C%)#H%& &%**'(A *, ?'&NC#$ *2% (#H% ,0 %#12 4#-'#6C% b+% #&&'A(%? 4#-'#6C% l'm *2% (#H% l9'm8 0,- ' 0-,H T *, ^:c
p. 15
PD"/9)+Q M+".*;'#: -%. 5;+ R!+(5S 06#"/'* !"6+('"# G+5H%.2 P2% &%1,(? %F#HNC% '& # &%#-12 0,- # ?$(#H'1 "#$%&'#( (%*+,-. bW")c8 ?%&1-'6%? #& # N-,6C%H +'*2 :T 4#-'#6C%& #(? :TTT ,6&%-4#*',(&; P2% H'('H>H #(? H#F'H>H _#-.,4 C#A '( *2'& %F#HNC% #-% 6,*2 %S>#C *, Z8 +2'12 H%#(& *2#* (, C'(.& 6%*+%%( (,?%& ,0 _#-.,4 C#A T #-% N%-H'**%?; L,> H#$ (,*'1% '( *2% -%&>C*'(A &*#*'&*'1& *2#* (, -%4%-C& +%-% 1,(&'?%-%? #& N,&&'6C% 12#(A%& *, *2% "#$%&'#( (%*+,-.; /( #??'*',(8 *2%-% +#& (, (%%? 0,- *2% &%#-12 #CA,-'*2H *, N%-0,-H #($ 1$1C% 12%1.'(A +2%( N-,N,&'(A # 12#(A%; `% ->( *2% &%#-12 +'*2 java -jar banjo.jar settingsFile =data/release2.0/dynamic/dynamic.settings.txt
P2% #NNC'1#*',( +'CC N-,4'?% 'HH%?'#*% 0%%?6#1. ,( *2% &%**'(A& *2#* +%-% &>NNC'%?R ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-2007 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo dynamic example - User: demo - Data set: 20-vars-2000-te mporal-observatio ns - Notes: dynamic bayesian network inference ----------------------------------------------------------------------------- Settings file: data/dynamic/dyna mic.settings.txt -----------------------------------------------------------------------------
p. 16
- Input directory: data/dynamic/input - Observations file: dynamic.data.txt - Number of observations (in file): 2000 - Number of observations used for learning DBN: 1999 - Number of variables: 20 - Discretization policy: none - Exceptions to the discretization policy: none ----------------------------------------------------------------------------- Initial structure file: - 'Must be present' edges file: - 'Must not be present' edges file: - Min. Markov lag: 1 - Max. Markov lag: 1 - DBN mandatory identity lag(s): 1 - Max. parent count: 5 - Equivalent sample size for Dirichlet parameter prior: 1.0 ----------------------------------------------------------------------------- Searcher: SearcherGreedy - Proposer: ProposerAllLocal Moves - Evaluator: defaulted to EvaluatorBDe - Cycle checker: CycleCheckerDFS - Decider: defaulted to DeciderGreedy ----------------------------------------------------------------------------- Pre-compute logGamma: yes - Cache: fastLevel2 ----------------------------------------------------------------------------- Min. proposed networks after high score: 1000 - Min. proposed networks before restart: 3000 - Max. proposed networks before restart: 5000 - Restart method: use random network with max. parent count: 3 ----------------------------------------------------------------------------- Output directory: data/dynamic/output - Report file: dynamic.report.t xt - Number of best networks tracked: 5 - Best networks are: nonidentical - Max. time: 3.0 m - Min. networks before checking: 1000 - Screen reporting interval: 20.0 s - File reporting interval: 10.0 m ----------------------------------------------------------------------------- Compute influence scores: no - Compute consensus graph: no - Create Create 'dot' consensus graph as HTML: no output: no - Location of 'dot': not supplied --------------------------------------------------------------------------------------------------------------------------------------------------------- Pre-processing Discretization report ----------------------------------------------------------------------------Variable | Discr. | Min. Val. | Max. Val. | Orig. | Used | | | | | points | points | ----------------------------------------------------------------------------0 | none | 0.0 | 2.0 | 3 | 3 | 1 | none | 0.0 | 2.0 | 3 | 3 | 2 | none | 0.0 | 2.0 | 3 | 3 | 3 | none | 0.0 | 2.0 | 3 | 3 | 4 | none | 0.0 | 2.0 | 3 | 3 | 5 | none | 0.0 | 2.0 | 3 | 3 | 6 | none | 0.0 | 2.0 | 3 | 3 | 7 | none | 0.0 | 2.0 | 3 | 3 | 8 | none | 0.0 | 2.0 | 3 | 3 | 9 | none | 0.0 | 2.0 | 3 | 3 | 10 | none | 0.0 | 2.0 | 3 | 3 | 11 | none | 0.0 | 2.0 | 3 | 3 | 12 | none | 0.0 | 2.0 | 3 | 3 | 13 | none | 0.0 | 2.0 | 3 | 3 | 14 | none | 0.0 | 2.0 | 3 | 3 | 15 16 17 18 19
| | | | |
none none none none none
| | | | |
0.0 0.0 0.0 0.0 0.0
| | | | |
2.0 2.0 2.0 2.0 2.0
p. 17
| | | | |
3 3 3 3 3
| | | | |
3 3 3 3 3
| | | | |
"#(7, *2%( N-,4'?%& N%-',?'1 0%%?6#1. ,( '*& N-,A-%&&8 #(?8 +2%( *2% &%#-12 '& 1,HNC%*%?8 '* &>NNC'%& *2% 0'(#C -%&>C*&; /( ,>- 1#&% *2'& '(1C>?%& *2% f 2'A2%&* &1,-'(A (%*+,-.&8 *2% &*#*'&*'1#C '(0,-H#*',( #6,>* *2% &%#-128 # 6#&'1 ,>*N>* ,0 *2% 6%&* (%*+,-. 0,- A%(%-#*'(A # A-#N2 '( ?,*8 #(? *2% C'&* ,0 '(0C>%(1% &1,-%&; Memory info before starting the search: Banjo is using 12 mb of memory Starting search at 8/31/06 10:46:08 AM Prep. time used: 1.3 s Beginning to search: expect a status report in 20 s Status:
Networks 376201 Time 20.05 s ( 11.1% of max. Restarts 65 Banjo is using 13 mb of memory
Status:
Networks Time Restarts Banjo is
758101 40.06 s ( 22.2% of max. 132 using 12 mb of memory
Networks Time Restarts Banjo is
2991361 2.67 m ( 88.9% of max. 524 using 12 mb of memory
Networks Time Restarts Banjo is
3373261 3.0 m (100.0% of max. 591 using 12 mb of memory
3.0 m)
3.0 m)
… Status:
Status:
3.0 m)
3.0 m)
----------------------------------------------------------------------------- Final report Best network(s) overall ----------------------------------------------------------------------------These are the 5 top-scoring non-identical networks found during the search: Network #1, score: -15935.29, first found at iteration 4941 20 0 1: 2 0 7 1 1: 1 1 2 1: 3 0 1 2 3 1: 2 2 3 4 1: 2 1 4 5 1: 2 4 5 6 1: 1 6 7 1: 2 3 7 8 1: 2 3 8 9 1: 3 5 6 9 10 1: 3 8 9 10 11 1: 2 10 11 12 1: 1 12 13 1: 1 13 14 1: 1 14 15 1: 1 15 16 1: 1 16 17 1: 1 17 18 1: 1 18 19 1: 1 19 Network #2, score: -15939.38, first found at iteration 4561 20 0 1: 2 0 7 1 1: 1 1 2 1: 3 0 1 2 3 1: 2 2 3 4 1: 2 1 4 5 1: 2 4 5 6 1: 1 6
p. 18
7 8 9 10 11 12 13 14 15 16 17 18 19
1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1:
2 2 2 3 2 1 1 1 1 1 1 1 1
3 7 3 8 5 9 8 9 10 10 11 12 13 14 15 16 17 18 19
Network #3, score: -15986.77, first found at iteration 4181 20 0 1: 2 0 7 1 1: 1 1 2 1: 3 0 1 2 3 1: 2 2 3 4 1: 2 1 4 5 1: 2 4 5 6 1: 1 6 7 1: 2 3 7 8 1: 2 3 8 9 1: 2 5 9 10 1: 2 9 10 11 1: 2 10 11 12 1: 1 12 13 1: 1 13 14 1: 1 14 15 1: 1 15 16 1: 1 16 17 1: 1 17 18 1: 1 18 19 1: 1 19 Network #4, score: -15996.63, first found at iteration 3801 20 0 1: 2 0 7 1 1: 1 1 2 1: 3 0 1 2 3 1: 2 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1:
2 2 1 2 2 2 1 2 1 1 1 1 1 1 1 1
1 5 4 4 6 3 7 3 8 5 9 10 10 11 12 13 14 15 16 17 18 19
Network #5, score: -16061.54, first found at iteration 3421 20 0 1: 2 0 7 1 1: 1 1 2 1: 3 0 1 2 3 1: 2 2 3 4 1: 2 1 4 5 1: 2 4 5 6 1: 1 6 7 8 9 10 11 12 13
1: 1: 1: 1: 1: 1: 1:
2 2 1 1 2 1 1
3 3 7 8 9 10 10 11 12 13
p. 19
14 15 16 17 18 19
1: 1: 1: 1: 1: 1:
1 1 1 1 1 1
14 15 16 17 18 19
----------------------------------------------------------------------------- Search Statistics ----------------------------------------------------------------------------Statistics collected in searcher 'SearcherGreedy': Search completed at 8/31/06 10:49:08 AM Number of networks examined: 3075721 Total time used: 3.0 m High score: -15935.29, first found at iteration 4941 Number of restarts: 539 Statistics collected in proposer 'ProposerAllLocalMoves': Additions -- proposed: 3019628 Deletions -- proposed: 56092 Reversals -- proposed: 0 (min. Markov lag = 1) Statistics collected in cycle checker 'CycleCheckerDFS': Additions -- no cyclicity test necessary Deletions -- no cyclicity test necessary Reversals -- none proposed Statistics collected in evaluator 'EvaluatorBDeOriginal': Scores computed: 820787 Scores (cache) placed fetched with 0 parents: 0 0 with 1 parents: 20 55034 with 2 parents: 380 2140957 with 3 parents: 727674 70156 with 4 parents: 92713 8080 with 5 parents: 0 0 Statistics collected in decider 'DeciderGreedy': Additions -- considered: 7016, better score: 7016 Deletions -- considered: 1078, better score: 0 Reversals -- considered: 0 (min. Markov lag = 1) No Statistics collected in equivalence checker 'EquivalenceCheckerSkip'. Memory info after completing the search: Banjo is using 12 mb of memory ----------------------------------------------------------------------------- Post-processing DOT graphics format output ----------------------------------------------------------------------------digraph abstract { label = "Banjo Version 1.0.0\nHigh scoring network, score: -15935.29\nProject: banjo dynamic example\nUser: demo\nData set: 20-vars-2000-temporalobservations\nNetworks searched: 3075721"; labeljust="l"; 7->0; 0->2; 1->2; 2->3; 1->4; 4->5; 3->7; 3->8; 5->9; 6->9; 8->10; 9->10; 10->11; } ----------------------------------------------------------------------------- Post-processing Influence scores
p. 20
----------------------------------------------------------------------------Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence
score score score score score score score score score score score score score score score score score score score score score score score score score score score score score score score score score
for for for for for for for for for for for for for for for for for for for for for for for for for for for for for for for for for
(7,1) (0,1) (1,1) (2,1) (1,1) (0,1) (3,1) (2,1) (4,1) (1,1) (5,1) (4,1) (6,1) (7,1) (3,1) (8,1) (3,1) (9,1) (6,1) (5,1) (10,1) (9,1) (8,1) (11,1) (10,1) (12,1) (13,1) (14,1) (15,1) (16,1) (17,1) (18,1) (19,1)
-> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> ->
(0,0) (0,0) (1,0) (2,0) (2,0) (2,0) (3,0) (3,0) (4,0) (4,0) (5,0) (5,0) (6,0) (7,0) (7,0) (8,0) (8,0) (9,0) (9,0) (9,0) (10,0) (10, 0) (10, 0) (11,0) (11,0) (12,0) (13,0) (14,0) (15,0) (16,0) (17,0) (18,0) (19,0)
-0.4377 0.7398 0.8321 0.7182 -0.2764 0.1788 0.7487 0.4088 0.831 0.2829 0.7699 -0.3771 0.8502 0.7327 0.4538 0.759 -0.4027 0.693 -0.1581 0.3163 0.6724 0.1913 0.3029 0.7665 -0.4201 0.8469 0.8396 0.8457 0.8427 0.8625 0.8746 0.8476 0.8608
PD9)"#"5'%# %- 5;+ T+(1)5( P2% ,6*#'(%? 2'A2M&1,-'(A "#$%&'#( (%*+,-. '& &>NNC'%? '( *2% 0,CC,+'(A 0,-H b*2% ?#*# 0,(,?%& '? J e *, '? J Z[ '& ,H'**%?cR Network #1, score: -15935.29, first found at iteration 4941 20 0 1: 2 0 7 1 1: 1 1 2 1: 3 0 1 2 3 1: 2 2 3 … 18 1: 1 18 19 1: 1 19
/( "#(7, :8 +% ,H'* *2% b-%?>(?#(*c ?#*# 0,- C#A& *2#* #-% C%&& *2#( *2% &N%1'0'%? H'('H>H _#-.,4 C#A; O,- 'CC>&*-#*',(8 +% &2,+ +2#* *2% ,>*N>* +,>C? 2#4% 6%%( '( "#(7, Z;TR [Deprecated Banjo 1.0 format] Network #1, score: -15935.2860609, 20 0 0: 0 1: 2 1 0: 0 1: 1 2 0: 0 1: 3 3 … 18 19
0: 0: 0:
0 0 0
1: 1: 1:
first found at iteration 4941 0 7 1 0 1 2
2 2 3 1 18 1 19
p. 21
P2% 0'-&* C'(% '(?'1#*%& *2% -#(.'(A ,0 *2% (%*+,-. b2%-%R rZc8 #(? '*& #&&,1'#*%? &1,-% b2%-%R MZfY^f; :Yc8 0'-&* %(1,>(*%-%? #* '*%-#*',( eYeZ; P2% &%1,(? C'(% '(?'1#*%& *2#* *2% (>H6%- ,0 4#-'#6C%& '& :T; B'(1% +% 2#4% # ?$(#H'1 (%*+,-. +'*2 H#F; _#-.,4 C#A Z8 +% C'&* *2% N#-%(*& 0,- %#12 (,?% #(? 0,- %#12 _#-.,4 C#A '( # &%N#-#*% l6C,1.m8 &*#-*'(A +'*2 *2% -%&N%1*'4% _#-.,4 C#A #(? # 1,C,( blRmc; /;%;8 C'(%& ^ *, :: b,(% 0,- %#12 ,0 *2% :T 4#-'#6C%&c 0'-&* C'&* *2% '? ,0 # 4#-'#6C%8 #(? *2%( # 6C,1. 0,- %#12 _#-.,4 C#A &*#-*'(A #* *2% H'('H>H _#-.,4 C#A b2%-%8 Zc8 #(? >N *, *2% H#F'H>H _#-.,4 C#A b2%-%8 #C&, Zc; E& #( %F#HNC%8 0,- (,?% '? J T8 lZR : T [m '(?'1#*%& *2#* 4#-'#6C% '? J T 2#& : N#-%(*& ,0 _#-.,4 C#A Z8 (#H%C$ 4#-'#6C% '? J T #(? 4#-'#6C% '? J [c; /( "#(7, :8 *2% 6C,1. ,0 ?#*# 0,- C#A T b+2'12 '& %F1C>?%? 0-,H 1,(*-'6>*'(A N#-%(*& 6$ *2% &N%1'0'%? H'('H>H _#-.,4 C#Ac '& &>NN-%&&%? 0-,H *2% ,>*N>*; P2% A-#N2'1#C -%N-%&%(*#*',( ,0 *2% (%*+,-.8 ,6*#'(%? >&'(A ?,*8 '& *2'&R
),*% *2#* &'(1% *2% H'(; #(? H#F; _#-.,4 C#A& #-% *2% H%8 #CC ?'&NC#$%? (,?%& b4#-'#6C%&c #-% ?'&NC#$%? +'*2,>* -%0%-%(1% *, *2%'- 1,--%&N,(?'(A C#A;
p. 22
<&'(A "#(7, P, H#.% *2% H,&* ,0 "#(7,8 '* '& >&%0>C *, *#.% # C,,. #* +2#* #NN-,#12 "#(7, *#.%& *, &,C4'(A *2% (%*+,-. '(0%-%(1% N-,6C%H;
P2% "#(7, ENNC'1#*',( P2% "#(7, #NNC'1#*',( '& 6>'C* #-,>(? *2% B%#-12%- 1C#&&; E B%#-12%- %F#H'(%& *2% &N#1% ,0 N,&&'6C% &,C>*',(& >&'(A # &>'*#6C% &%#-12 &*-#*%A$; "#(7, 1>--%(*C$ 'HNC%H%(*& A-%%?$ #(? &'H>C#*%? #((%#C'(A &%#-12%&; P2% 0,1>& ,0 *2% -%H#'(?%- ,0 *2'& &%1*',( +'CC 6% *2% '(*%-(#C &*->1*>-% ,0 *2% B%#-12%- 1C#&& 6%1#>&% *2% &*->1*>-% ,0 *2% '(*%-(#C 1,HN,(%(*& ,0 B%#-12%-& C%*& >& 0'(%M*>(% *2% &%#-12 &*-#*%A$ *2#* +% 12,,&%; O-,H # 2'A2MC%4%C N,'(* ,0 4'%+8 %#12 B%#-12%- 1#( 6% ?%1,HN,&%? '(*, *2% 0,CC,+'(A *#&.&R
B%C%1* #( '('*'#C l1>--%(*m (%*+,-. b1#( 6% *2% %HN*$ (%*+,-.8 ,- &,H% ,*2%- N-%M &%C%1*%? (%*+,-.c; P2%( '*%-#*% *2-,>A2 *2% 0,CC,+'(A &%* ,0 &*%N&R Z; V-,N,&% # (%+ (%*+,-. *2#* '& *, 6% 1,(&'?%-%?; 50*%(8 *2% N-,N,&%? (%*+,-. '& ?%N%(?%(* ,( *2% 1>--%(* (%*+,-. b'* -%N-%&%(*& # C,1#C 12#(A% *, *2% 1>--%(* (%*+,-.c; :; X2%1. *2% N-,N,&%? (%*+,-. 0,- 1$1C%& b6>* ,(C$ '0 *2%$ #-% %4%( N,&&'6C%c; ^; X,HN>*% *2% &1,-% ,0 *2% N-,N,&%? (%*+,-. >&'(A # N-%?%0'(%? H%*-'1; e; W%1'?%8 N,&&'6C$ &*,12#&*'1#CC$8 +2%*2%- *, #11%N* *2% N-,N,&%? (%*+,-. b#& *2% (%+ 1>--%(* (%*+,-.c;
"#(7, '& #C&, #6C% *, N-,N,&%8 12%1. 0,- 1$1C%&8 #(? %4#C>#*% # (,2 ,0 C,1#C 12#(A%& *, *2% 1>--%(* (%*+,-. b0,- %F#HNC%8 #( %F2#>&*'4% C'&* ,0 #CC C,1#C 12#(A%&c; /( *2'& 1#&%8 *2% ?%1'?%*2%( ?%1'?%& +2%*2%- *, #11%N* *2% 6%&* 12#(A% '( *2% &%*; "%(%#*2 *2'& 1,(1%N*>#C 1,HN,(%(* C#$%- '& # &%1,(?#-$ ?#*# &*->1*>-% C#$%- *2#* '& 1->1'#C 0,"#(7, *, #12'%4% 2'A2 N%-0,-H#(1%; P2%&% ?#*# &*->1*>-%& '(1C>?% *2% #1*>#C -%N-%&%(*#*',( ,0 # "#$%&'#( (%*+,-.8 # l12#(A% *, # "#$%&'#( (%*+,-.m8 # l2'A2M&1,-'(A (%*+,-. &*->1*>-%m8 %*1; E (,*% *, ?%4%C,N%-&R O-,H # ?%4%C,NH%(* N,'(* ,0 4'%+8 *2% 1,HN,(%(* C#$%- #(? *2% ?#*# &*->1*>-% C#$%- #-% #CH,&* 1,HNC%*%C$ &%N#-#*%?8 &, '* +,>C? 6% 0#'-C$ &*-#'A2*0,-+#-? *, %FN%-'H%(* +'*2 # ?'00%-%(* &%* ,0 ?#*# &*->1*>-%&; P2%-% #-% ,(C$ # 0%+ b: ,- ^c +%CCM ?,1>H%(*%? 1,?% C,1#*',(& +2%-% +% 12,&% *, -'0'1% *2% &%N#-#*',( 6%*+%%( *2% C#$%-& *, #12'%4% 6%**%- N%-0,-H#(1%;
p. 23
P2% "#(7, X,HN,(%(*&
(The Core Banjo Objects)
O;+ M+".*;+.( E& *2% *,NMC%4%C 1,HN,(%(* ,0 *2% "#(7, #-12'*%1*>-% 0,- 'HNC%H%(*'(A # &*->1*>-% C%#-('(A &*-#*%A$8 # B%#-12%-n& H#'( *#&. '& *, H#(#A% #CC #&N%1*& ,0 &%#-12'(A '( # &N#1% ,0 N,&&'6C% (%*+,-.& 0,- *2% l6%&* N,&&'6C%m b';%;8 2'A2%&* &1,-'(A 6#&%? ,( # &1,-'(A H%*-'1c (%*+,-.; /( A%(%-#C8 # &%#-12 '& 6>'C* #-,>(? # &%#-12 C,,N *2#* %F%1>*%& 0,- #( #CC,**%? #H,>(* ,0 *'H% ,>(*'C # &N%1'0'%? (>H6%- ,0 (%*+,-.& 2#4% 6%%( N-,N,&%? #(? 1,(&'?%-%?; E* *2% %(? ,0 *2% &%#-12 %F%1>*',(8 "#(7, -%N,-*& *2% (%*+,-.b&c +'*2 *2% 6%&* &1,-%b&c 0,>(?; `'*2'( *2% &%#-12 C,,N8 "#(7, #CC,+& 4#-',>& 1,H6'(#*',(& ,0 V-,N,&%-8 X$1C%X2%1.%-8 \4#C>#*,-8 #(? W%1'?%- 1,HN,(%(*& *, 2#(?C% *2% '(*%-(#C #&N%1*& ,0 %#12 '*%-#*',( &*%N; O,%F#HNC%8 # A-%%?$ &%#-12 H#$ %F#H'(% # &'(AC%8 -#(?,HC$ &%C%1*%? 12#(A% *, *2% (%*+,-. #(? .%%N *2% (%+ (%*+,-. '0 '* &1,-%& 6%**%- *2#( *2% 1>--%(* (%*+,-.8 ,- ?'&1#-? *2% 12#(A% '0 '* &1,-%& C,+%-; ),*% *2#* 0,- %00'1'%(1$ -%#&,(&8 # 12#(A% *, *2% (%*+,-. b0,- *2% N>-N,&% ,0 ,>#NNC'1#*',(c '& *$N'1#CC$ ?%0'(%? #& # C,1#C 12#(A%R *2% #??'*',(8 ?%C%*',(8 ,- -%4%-C ,0 # &'(AC% %?A% '( *2% 1>--%(* (%*+,-.; K%*n& *#.% # C,,. #* "#(7,n& ?%&'A( #(? 6-%#. ?,+( *2% B%#-12%- '(*, &,H% +%CCM?%0'(%? '(*%-(#C 1,HN,(%(*&; /(&*%#? ,0 %F#H'('(A *2% &'(AC%8 -#(?,HC$ &%C%1*%? 12#(A% *, *2% (%*+,-.8 # A-%%?$ &%#-12 1,>C? #C&, 6% 'HNC%H%(*%? 6$ %F#H'('(A #CC N,&&'6C% H,4%& *2#* #-% #4#'C#6C% 0-,H *2% 1>--%(* (%*+,-. '( # &'(AC% &*%N b';%;8 6$ %F#H'('(A #CC N,&&'6C% #??'*',(&8 ?%C%*',(&8 #(? -%4%-C& ,0 #($ &'(AC% %?A% '( *2% 1>--%(* (%*+,-.c; P2%&% *+, 4#-'#*',(& ,0 A-%%?$ &%#-12 &2#-% H,&* ,0 *2%'- C,A'1 %F1%N* 0,- *2% lN-,N,&'(Am ,0 *2% 12#(A%b&c *, *2% 1>--%(* (%*+,-.u "$ 2#4'(A # 1C%#-C$ ?%0'(%? lV-,N,&%-m &>6*#&.8 +% ,(C$ 2#4% *, 'HNC%H%(* # (%+ V-,N,&%-8 1,H6'(% '* +'*2 *2% ,*2%- %F'&*'(A 1,HN,(%(* *#&.&8 #(? +% 1,(4%('%(*C$ %(? >N +'*2 # 1,HNC%*%C$ (%+ &%#-12 &*-#*%A$; P, N-,?>1% # (%+ &%#-12 &*-#*%A$8 +% 7>&* 2#4% *,
p. 24
&N%1'0$ +2#* 1,HN,(%(*& +% +#(* *2% &%#-12 *, >&%8 H'F'(A #(? H#*12'(A +'*2 +2#* '& #C-%#?$ #4#'C#6C% ,- N,&&'6C$ 'HNC%H%(*'(A # (%+ &%#-12 1,HN,(%(*;
O;+ U.%9%(+.( E V-,N,&%- 'HNC%H%(*& *2% N#-* ,0 *2% &%#-12 #CA,-'*2H *2#* &N%1'0'%& +2#* N,&&'6C% 12#(A% ,12#(A%& #-% *, 6% 1,(&'?%-%? #* # &'(AC% &%#-12 '*%-#*',( &*%N; X2,'1%& 0,- #4#'C#6C% V-,N,&%-& ?%N%(? ,( *2% &%C%1*%? &%#-12 #CA,-'*2H; /0 '(1,HN#*'6C% 12,'1%& #-% &%C%1*%? 0,- *2% V-,N,&%#(? B%#-12%- 1,HN,(%(*&8 "#(7, +'CC (,*'0$ *2% >&%- #(? &*,N %F%1>*',(; X>--%(*C$8 "#(7, 'HNC%H%(*& : *$N%& ,0 V-,N,&%-&8 (#H%C$ V-,N,&%-I#(?,HK,1#C_,4%8 #(? lV-,N,&%-ECCK,1#C_,4%&m8 +2'12 6,*2 *>-( ,>* *, 6% 1,HN#*'6C% +'*2 %'*2%- 1>--%(*C$ #4#'C#6C% &%#-12 &*-#*%A$8 1/,,*M #(? (#"+A!2,* !$$,!A#$1; P2% ?%&'A(#*%? ?%0#>C* N-,N,&%- '& V-,N,&%-I#(?,HK,1#C_,4%8 +2'12 &'HNC$ &%C%1*& # H,4% #* -#(?,H 0-,H #CC #4#'C#6C% C,1#C H,4%&; "$ # H,4% +% H%#( *2% #??'(A ,0 &>6*-#1*'(A ,0 # N#-%(*8 ,- *2% -%4%-&'(A ,0 # N#-%(* -%C#*',(&2'N b';%;8 -%4%-&'(A ,0 #( %?A% '( *2% 1,--%&N,(?'(A A-#N2 -%N-%&%(*#*',( ,0 *2% (%*+,-.c; /( 1,(*-#&*8 V-,N,&%-ECCK,1#C_,4%& 1,HN,&%& # C'&* ,0 #CC #4#'C#6C% C,1#C H,4%&8 A'4%( *2% 1>--%(* &*#*% ,0 *2% (%*+,-.8 #(? *2%( &%C%1*& *2% H,4% *2#* $'%C?& *2% 2'A2%&* &1,-'(A (%*+,-.; ),*% *2#* 0,- A-%%?$ &%#-12%&8 *2'& *%(?& *, 0'(? C,1#C H#F'H# S>'1.C$8 #(?8 6$ '*& (#*>-%8 ,(C$ H#.%& &%(&% *, 6% >&%? +'*2 -%&*#-*& 6#&%? ,( -#(?,HC$ 1,(0'A>-%? (%*+,-.&;
O;+ 86*)+ 8;+*2+.( P2% *#&. ,0 *2% 1$1C% 12%1.%- '& *, %F#H'(% +2%*2%- %#12 N-,N,&%? (%*+,-. 1,(*#'(& # 1$1C%; P-'4'#CC$8 '0 '* ?,%&8 *2%( *2% N-,N,&%? 12#(A% '& ?'&1#-?%?8 #(? *2% &%#-12 A,%& 6#1. *, *2% V-,N,&%- *, -%S>%&* #(,*2%- N,&&'6C% (%*+,-. 12#(A%; /0 *2% N-,N,&%? (%*+,-. ?,%& (,* 1,(*#'( # 1$1C%8 *2%( *2% (%F* &*%N '( *2% &%#-12 '& *2% &1,-% 1,HN>*#*',( N%-0,-H%? 6$ #( \4#C>#*,-; /( 4%-&',( : +% 2#4% -%NC#1%? *2% ?%N*2 0'-&* &%#-12 bWOBc &*-#*%A$ +'*2 #( 'HN-,4%? 4%-&',(8 #(? 2#4% #??%? # H,?'0'%? WOB &*-#*%A$ 6#&%? ,( *2% N#N%- 6$ 5; B2H>%C'; ",*2 &*-#*%A'%& N-,4'?% &'A('0'1#(* 'HN-,4%H%(*& '( N%-0,-H#(1%8 &, +% ?'&1,(*'(>%? *2% >&% ,0 *2% 6-%#?*2 0'-&* &%#-12 &*-#*%A$ #C*,A%*2%-; P2% &*->1*>-% ,0 *2% >(?%-C$'(A N-,6C%H +'CC #00%1* *2% N%-0,-H#(1% ,0 *2% #CA,-'*2H&; `% #??%? >&%- #11%&& *, *2% &%C%1*',( ,0 *2% &%#-12 &*-#*%A'%&8 6%1#>&% %#12 2#& '*& >('S>% &*-%(A*2; B,H% %FN%-'H%(*#*',( H#$ 6% (%1%&-$ *, 0'(? *2% 6%&* H%*2,? 0,- # N#-*'1>C#N-,6C%H; O-,H # 0>(1*',(#C b1,?%c N,'(* ,0 4'%+8 *2% 1$1C% 12%1.%- 12,'1% '& '(?%N%(?%(* ,0 *2% 12,'1%& ,0 *2% ,*2%- 1,-% ,67%1*&; G,+%4%-8 *2% 12,'1% ,0 &%#-12%- #(? N-,N,&%- ?,%& &'A('0'1#(*C$ '(0C>%(1% *2% %00%1*'4%(%&& ,0 *2% B2H>%C' ,N*'H'D#*',(R *2%-% '& # lN%(#C*$m 0,- -%4%-C& ,0 %?A%&8 +2'12 '& %&N%1'#CC$ N-,(,>(1%? 0,- # =-%%?$ &%#-12 +'*2 ECCI#(?,H_,4%&;
O;+ P4")1"5%.( E( \4#C>#*,- '( "#(7, 1,HN>*%& *2% &1,-% ,0 # (%*+,-.8 6#&%? ,( &,H% &1,-'(A H%*-'1; P2%-% '& 1>--%(*C$ ,(C$#& ,(% \4#C>#*,'( #(? "#(7,8 +2'12 >&%& *2% "W% H%*-'1 *, 1,HN>*% # (%*+,-.n& &1,-%8 ?%&1-'6%? 0'-&*#4#'C#6C% 6$ X,,N%G%-&.,4'*& #(? C#*%6$ G%1.%-H#(;
p. 25
L,> 1#( &N%1'0$ #( \4#C>#*,- 4'# *2% 4#C>% ,0 %4#C>#*,-X2,'1% '( *2% &%**'(A& 0'C%; P2% 4#C'? 12,'1%& #-% l?%0#>C*m #(? l\4#C>#*,-"W%m8 +'*2 '?%(*'1#C %00%1*R 6,*2 +'CC 1#>&% "#(7, *, &%C%1* *2% "W% H%*-'1 '( *2% &1,-% 1,HN>*#*',(; P2% %4#C>#*,- 12,'1% '& #C&, '(?%N%(?%(* ,0 *2% 12,'1%& ,0 *2% ,*2%- 1,-% ,67%1*&;
O;+ 0+*',+.( E W%1'?%- '( "#(7, ?%*%-H'(%& +2%*2%- *2% N-,N,&%? (%*+,-. '( *2% 1>--%(* &%#-12 '*%-#*',( +'CC 6% #11%N*%? #& *2% (%+ 1>--%(* (%*+,-. 0,- *2% (%F* '*%-#*',(8 ,- '0 '* +'CC 6% -%7%1*%?8 '( +2'12 1#&% *2% &%#-12 N-,1%%?& 0-,H *2% 1>--%(* (%*+,-.; P2% 12,'1% ,0 *2% ?%1'?%- '& *'A2*C$ 1,((%1*%? *, *2% &%C%1*%? &%#-12 &*-#*%A$8 +2'12 '& %FN-%&&%? '( 0#1* 4'# *2% (#H'(A ,0 ,>- ?%1'?%-&8 W%1'?%-_%*-,N,C'& #(? W%1'?%-=-%%?$;
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
p. 26
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p. 28
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p. 29
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“standard”,
Variable | Discr. | Min. Val. | Max. Val. | Orig. | Used | | | | | points | points | ----------------------------------------------------------------------------0 | q5 | 0.0 | 1.0 | 2 | 2 | 1 | q5 | 0.0 | 3.0 | 4 | 4 | 2 | q5 | 0.0 | 3.0 | 4 | 4 | 3 | q5 | 0.0 | 3.0 | 4 | 4 | 4 | q5 | 0.0 | 3.0 | 4 | 4 |
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l+'*2_#NN%?9#C>%&m
Variable | Discr. | Min. Val. | Max. Val. | Orig. | Used | | | | | points | points | ----------------------------------------------------------------------------0 | q5 | 0.0 | 1.0 | 2 | 2 | map: {0.0=0, 1.0=1} 1 | q5 | 0.0 | 3.0 | 4 | 4 | map: {0.0=0, 1.0=1, 2.0=2, 2 | q5 | 0.0 | 3.0 | 4 | 4 | map: {0.0=0, 1.0=1, 2.0=2, 3 | q5 | 0.0 | 3.0 | 4 | 4 | map: {0.0=0, 1.0=1, 2.0=2, 4 | q5 | 0.0 | 3.0 | 4 | 4 | map: {0.0=0, 1.0=1, 2.0=2,
3.0=3} 3.0=3} 3.0=3} 3.0=3}
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p. 30
l+'*2_#NN%?E(?5-'A'(#C9#C>%&m;
Variable | Discr. | Min. Val. | Max. Val. | Orig. | Used | | | | | points | points | ----------------------------------------------------------------------------0 | q5 | 0.0 | 1.0 | 2 | 2 | map: {0.0=0, 1.0=1} counts: {0.0=250, 1.0=70} 1 | q5 | 0.0 | 3.0 | 4 values with counts: {0.0=4, 1.0=2, 2.0=60, 3.0=254}
src. values with
|
4
|
map: {0.0=0, 1.0=1, 2.0=2, 3.0=3}
src.
2 | q5 | 0.0 | 3.0 | 4 | values with counts: {0.0=12, 1.0=54, 2.0=116, 3.0=138}
4
|
map: {0.0=0, 1.0=1, 2.0=2, 3.0=3}
src.
3 | q5 | 0.0 | 3.0 | 4 values with counts: {0.0=8, 1.0=36, 2.0=234, 3.0=42}
|
4
|
map: {0.0=0, 1.0=1, 2.0=2, 3.0=3}
src.
4 | q5 | 0.0 | 3.0 | 4 | values with counts: {0.0=4, 1.0=12, 2.0=108, 3.0=196}
4
|
map: {0.0=0, 1.0=1, 2.0=2, 3.0=3}
src.
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p. 31
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p. 37
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P2% '/,!2,H82L+23+2 &%**'(A 1,(*-,C& +2%*2%- ?,* A-#N2'1& 0'C%& #-% N-,?>1%? 0,- *2% *,N &1,-'(A (%*+,-. #(? *2% 1,(&%(&>& A-#N2 b(,* (%1%&-'C$ # (%*+,-.c; P, 0>(1*',( N-,N%-C$8 *2% >&%+'CC 2#4% *, &>NNC$ *2% N#*2 *, *2% ?,* %F%1>*#6C%8 4'# *2% 9+AAQ!2.@8H82TU,'+2!0A, &%**'(A b,( # &*#(?#-? A-#N29'D '(&*#CC8 lXRpV-,A-#H O'C%&pEPPp=-#N24'Dp6'(p?,*;%F%m ,( # `'(?,+& VXc; P2% '8"3+2,F$9A+,$',<'8/,( &%**'(A '(&*->1*& "#(7, *, 1,HN>*% *2% '(0C>%(1% &1,-%& 0,- *2% *,N &1,-'(A (%*+,-.; P2% '8"3+2,P8$(,$(+(=/!3. &%**'(A '& 0,- 1,HN>*'(A *2% 1,(&%(&>& A-#N2 0-,H *2% ) 2'A2%&*M&1,-'(A (%*+,-.&; P2% '/,!2,P8$(,$(+(=/!3.E(V2"A &%**'(A ,>*N>*& *2% 1,(&%(&>& A-#N2 *,A%*2%- +'*2 *2% ) 6%&* (%*+,-.& '( 0,-H ,0 # &'HNC% 2*HC *#6C%8 0,1,(4%('%(* -%4'%+; E* # H,-% A-#(>C#- C%4%C8 *2% *82=/!3.#'(;8/"!2 &%**'(A N-,4'?%& #11%&& *, # (>H6%- ,0 *2% A-#N2'1& 0,-H#*& *2#* ?,* &>NN,-*& b%;A;8 7NA8 'H#N8 4-HC8 N'18 N&8 %*1c; P2% *82;#A,TU2,$(#8$ &%**'(A #??& #( %F*%(&',( *, *2% A-#N2'1& 0'C%d W'**, 0,- *2% .2"A;#A,TU2,$(#8$; P2% 9#A,C!",;8/@83=/!3. #(? *2% 9#A,C!",;8/P8$(,$(+(=/!3. &N%1'0$ *2% 0'C% (#H%& 0,- *2% *,NM&1,-'(A #(? *2% 1,(&%(&>& A-#N28 -%&N%1*'4%C$; ),*% *2#* 6$ %H6%??'(A # *,.%( &*-'(A bx2#",W(2!"3xc8 ,(% 1#( &N%1'0$ *2% *'H% +2%( *2% &%#-12 2#& &*#-*%? +'*2'( *2% -%&>C* 0'C% (#H%&; O,- #??'*',(#C 1>&*,H'D#*',(8 ,(% 1#( 12#(A% *2% ?%0#>C* *'H% &*#HN8 6$ &'HNC$ N-,4'?'(A # 4#C'? 3#4# *'H% 0,-H#* 0,- *2% 2#",<2!"3;8/"!2 &%**'(A; E &N%1'#C &%#-12%- blB.'Nmc &.'N& *2% -%A>C#- &%#-12 N#-*8 #(? N-,1%%?& ?'-%1*C$ *, *2% N,&*M N-,1%&&'(A; P2'& %(#6C%& >& *, .%%N *2% &%#-12M&N%1'0'1 &%**'(A 4#C>%& '( ,>- &%**'(A& 0'C% +'*2,>* N%-0,-H'(A #( #1*>#C &%#-12;
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3('#:
5% L+#+."5+ " L."9; T+9.+(+#5'#: 5;+ I%1#, G+5H%.2
P2% 0-%% =-#N29'D C'6-#-$ 0-,H EP]P 2#& N,+%-0>C 1#N#6'C'*'%& 0,- C#$'(A ,>* A-#N2& #(? 1-%#*'(A 'H#A%& ,0 (%*+,-.& &>12 #& *2% ,(%& +% *-$ *, ?'&1,4%- +'*2 "#(7,; P2% *82
p. 39
#NNC'1#*',( '& -%&N,(&'6C% 0,- A-#N2 C#$,>* +'*2'( =-#N29'D; O,- '(&*->1*',(& ,( *2% >&% ,0 =-#N29'D b'*n& 4%-$ %#&$c #(? 0,- ?,+(C,#?'(A *2% C'6-#-$8 4'&'* 2**NRpp+++;A-#N24'D;,-Ap; =-#N29'D *82 C#$& ,>* A-#N2& #(? *2%( A%(%-#*%& 'H#A%&; /* *#.%& #& '(N>* A-#N2 0'C%& *2#* 2#4% # N#-*'1>C#- 0,-H#*; O,- *2% 2'A2%&* &1,-'(A (%*+,-. '* 0'(?&8 "#(7, 1-%#*%& # &%* ,0 '(&*->1*',(& '( *2'& 0,-H#* &, *2#* *2%$ 1#( 6% N#&&%? *, *82; L,> 1#( >&% *2'& ,>*N>* *, 1-%#*% # N'1*>-% ,0 *2% C%#-(%? (%*+,-.; 3>&* 1,N$ *2% *82 1,HH#(?& 0-,H *2% "#(7, ,>*N>*8 #(? % *2%H *, # 0'C%; E& #( %F#HNC%8 &>NN,&% "#(7, 1-%#*%& *2% 0,CC,+'(A &%* ,0 *82 1,HH#(?& 0,- '*& 2'A2%&* &1,-'(A (%*+,-.R digraph abstract { label = "Banjo Version 1.0\nHigh scoring network, score: -6764.73\nProject: Banjo_dev\nUser: hjs\nData set: 33-vars-320-cases "; labeljust="l"; 2->17; 4->3; 5->16; 7->1; 8->16; 9->11; 9->13; 9->25; 9->29; 10->1; 11->1; 12->0; 12->8; 13->23; 15->4; 16->14; 17->14; 17->25; 18->24; 19->0; 21->15; 21->16; 22->15; 22->29; 24->7; 25->1; 26->17; 31->11; }
B>NN,&% *2#* +% % *2% *82 1,HH#(?& '( *2% 0'C% A-#N2;?,*; P2% N-,A-#H +'*2'( *2% =-#N29'D N#1.#A% *2#* '(*%-N-%*& *2% *82 1,HH#(?& #(? A%(%-#*%& #( 'H#A% '& 1#CC%? ?,*;%F% '( `'(?,+&; /0 *2% N-,A-#H '& '(&*#CC%? *, C:\ATT\Graphviz\bin\8 *2%( +% 1#( A%(%-#*% #( 'H#A% 6$ ,N%('(A *2% 1,HH#(? &2%CC8 12#(A'(A *, *2% ?'-%1*,-$ 1,(*#'('(A A-#N2;?,*8 #(? *$N'(AR C:\ATT\Graphviz\bin\dot.exe –Tgif graph.dot -o graph.gif
),*% *2#* *2% 0C#A l-Tgifm &N%1'0'%& *2% *$N% ,0 ,>*N>* A-#N2'1& 0'C%8 #(? l -om &N%1'0'%& *2% (#H% ,0 ,>- ,>*N>* 0'C%; V-,4'?%? *2#* *2% *82 %F%1>*#6C% '& '( $,>- N#*28 *2% 1,--%&N,(?'(A 1,HH#(? '( K'(>F8 <('F8 ,- _#1 5B i +,>C? 6%R dot –Tgif graph.dot –o graph.gif
p. 40
P2% ,>*N>* 'H#A% 0'C% graph.gif *2%( C,,.& C'.% *2'&R
O,- ?$(#H'1 "#$%&'#( (%*+,-.& +'*2 H'(; _#-.,4 C#A %S>#C *, *2% H#F; _#-.,4 C#A8 +% >&% # 1,CC#N&%? -%N-%&%(*#*',( ,0 *2% (%*+,-.; O,- #CC ,*2%- ?$(#H'1 "#$%&'#( (%*+,-.&8 +% ?'&NC#$ *2% (,?%& '( # 0,-H#* *2#* '(?'1#*%& *2% C#A8 %;A;8 (,?% : ,0 C#A Z +,>C? 6% ?%(,*%? 6$ lbC#A Zc :m; E??'(A #??'*',(#C -%N-%&%(*#*',(& &'HNC$ -%S>'-%& $,> *, H,?'0$ *2% %F'&*'(A 1,?% 0,- *2% 1,HN,&%W,*=-#N2 H%*2,? '( *2% V,&*V-,1%&&,- 1C#&&; "#(7, : %FN#(?&,0,( *2%1#N#6'C'*$8 >&% ,0 *82+% 8 6$(%%? #>*,H#*'(A *2%*2% 1-%#*',( ,0 ,0 *2%*2% A-#N2'1& 0'C%; /( ,-?%*, *#.% #?4#(*#A% *2'& *, &N%1'0$ C,1#*',( ?,* %F%1>*#6C% '( *2% &%**'(A& 0'C%8 #& +%CC #& *2% (#H%& ,0 *2% 0'C%& +2%-% +% +#(* "#(7, *, NC#1% '*& ,>*N>*; G%-% '& #( %F#HNC%R # Excerpt from the settings file: createDotOutpu t = computeConsens usGraph =
yes yes
fullPathToDotE xecutable = fileNameForTopGraph = fileNameForCon sensusGraph =
C:/ATT/Graphvi z/bin/dot.exe _@time_stamp@. graph.top _@time_stamp@. graph.consensus
dotGraphicsFor mat = dotFileExtensi on =
jpg txt
timeStampFormat = yyyy.MM.dd.HH.mm.ss
),*%&R Z; P2% &N%1'0'%? N#*2 *, *2% ?,* %F%1>*#6C% '( 9+AAQ!2.@8H82TU,'+2!0A, H>&* 6% &N%1'0'%? >&'(A 0,-+#-? &C#&2%& b'HN,-*#(* 0,- `'(?,+& >&%-&c; /0 "#(7, 1#((,* 0'(? ?,*8 (, A-#N2'1 ,>*N>* +'CC 6% 1-%#*%?8 #(? #( %--,- H%&A% +'CC 6% -%1,-?%?; :; P2% 0'C% (#H%& &N%1'0'%? '( 9#A,C!",;8/@83=/!3. #(? 9#A,C!",;8/P8$(,$(+(=/!3. 1#( 1,(*#'( # b-%C#*'4%c N#*2; ECC ?'-%1*,-'%& *2#* #-% 6%'(A &N%1'0'%? (%%? *, %F'&* '( *2%
p. 41
8+23+2H#/,'28/M *2#* "#(7, >&%& 0,- #CC '*& ,>*N>*; ",*2 9#A,C!",;8/@83=/!3. #(? 9#A,C!",;8/P8$(,$(+(=/!3. 1#( #C&, 1,(*#'( # *'H% &*#HN8 +2'12 '& &N%1'0'%? 6$ %H6%??'(A #($ ,0 *2% *'H% &*#HN *,.%(& b%;A;8 &2#",(2!"3&c #($+2%-% '( *2% 0'C% (#H% b,(C$c; E *'H% &*#HN *,.%( '( *2% ?'-%1*,-$ N#-* ,0 *2% &*-'(A +'CC 1#>&% #( %--,-8 &'(1% "#(7, '& (,* 1#N#6C% ,0 1-%#*'(A ?'-%1*,-'%& ,( *2% 0C$; ^; "$ &N%1'0$'(A *2% b,N*',(#Cc ?,*=-#N2'1&O,-H#*8 $,> 1#( 1,(*-,C *2% 0,-H#* ,0 *2% A-#N2'1& *2#* *82 N-,?>1%&; e; P2% b,N*',(#Cc *82;#A,TU2,$(#8$ '& >&%? 0,- *2% #11,HN#($'(A *82 *%F* 0'C% *2#* 1,(*#'(& *2% '(&*->1*',(& 0,- 1-%#*'(A *2% A-#N2'1&; f; P2% b,N*',(#Cc 2#",<2!"3;8/"!2 C%*& $,> &N%1'0$ *2% %F#1* *'H% &*#HN *2#* $,> H#$ +#(* *, >&%; \F%1>*'(A : +'*2 *2% #6,4% +,>C? N-,?>1% #(? : A-#N2'1& 0'C%&8 ,(% %#12 0,- *2% *2% *,N A-#N2 #(?"#(7, *2% 1,(&%(&>& A-#N28&%**'(A& +'*2 ):31 %F*%(&',(8 : &*->1*>-% 0'C%& +'*2 *82 1,HH#(?&8 +'*2 ;2U2 %F*%(&',(; P2% *'H% &*#HN *,.%( +,>C? 6% -%NC#1%? +'*2 *2% 1>--%(* *'H% '( *2% &N%1'0'%? 0,-H#* b*2% *'H% l&(#N&2,*m '& *#.%( +2%( *2% &%#-12 &*#-*&c8 %;A;8 *2% 0'C% (#H% 0,- *2% *,N A-#N2 1,>C? 6% v:TTg;T^;^Z;TT;:f;:UvA-#N2;*,N;7NA8 C,1#*%? '( bH$N-,7%1*p,>*N>*cpA-#N2; E(,*2%- (%+ 0%#*>-% ,0 "#(7, 4%-&',( : '& *2% D!/#!0A,C!",( &%**'(A8 +2'12 C%*& *2% >&%&N%1'0$ # 1,HH#M?%C'H'*%? C'&* ,0 C#6%C& 0,- %#12 ,0 *2% 4#-'#6C%&8 *, 6% >&%? '( *2% 1-%#*',( ,0 *2% A-#N2'1& 0'C% 4'# ?,*; ),*% *2#* *2% &*#(?#-? "#(7, &*->1*>-% ,>*N>* *, 0'C% &*'CC >&%& *2% 4#-'#6C% '(?%F%& '(&*%#? ,0 *2% C#6%C&8 &, *2#* *2% &*->1*>-%& 1#( %#&'C$ 6% -%M'HN,-*%? '(*, "#(7,;
X#-)1+#*+ M*%.+( E( '(0C>%(1% &1,-% '& # H%*-'1 0,- -%N-%&%(*'(A *2% ?%A-%% *, +2'12 # N#-%(* 4#-'#6C%n& '(0C>%(1% ,( # 12'C? '& H,(,*,('1 '( (#*>-%8 #(? '0 &,8 '( +2#* ?'-%1*',( bN,&'*'4% ,- (%A#*'4%c #(? +2#* H#A('*>?%; E H,-% ?%*#'C%? ?%&1-'N*',( ,0 '(0C>%(1% &1,-%&8 #(? 2,+ *2%$ #-% 1,HN>*%?8 1#( 6% 0,>(? # N#N%6$ ,0 L>8 %* #C;8 '((,* &2,>C? &'HNC$ ?#8#$98/"!2#'( 6% (,*%? '( *2#* # 4#C>% D%-, ?,%& H%#( *2#* b:TTec; # N#-%(*O,2#&,>(,N>-N,&%&8 '(0C>%(1% '*,( # 12'C?8 6>* &'HNC$ *2#* *2% '(0C>%(1% '& (,* ?%0'('*'4%C$ N,&'*'4% ,- (%A#*'4% '( (#*>-%8 A'4%( *2% ,6&%-4%? ?#*#; "#(7, #>*,H#*'1#CC$ 1,HN>*%& #(? ?'&NC#$& *2% '(0C>%(1% &1,-%& 0,- *2% *,NM&1,-'(A (%*+,-. 0,>(? '( *2% &%#-12; B>NN,&% *2% *,NM&1,-'(A (%*+,-. '& -%N-%&%(*%? 6$ *2% ?#*# 6%C,+; 33 0 1 1 1 2 1 3 1 4 0 5 1 6 0 7 1 8 1 9 0 10 0 11 1 12 0 13 14 15 16 17 18 19
32 5 12 26 16 17 16 16
1 1 7 28 0 0 1 27 0 0
p. 42
20 21 22 23 24 25 26 27 28 29 30 31 32
2 1 0 0 0 1 0 0 0 0 0 2 0
7 11 16
9
16 26
P2% '(0C>%(1% &1,-%& 0,- #CC (,?%& *2#* 2#4% # N#-%(* H'A2* 6% 1,HN>*%? #(? N-'(*%? ,>* #& 0,CC,+&; Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence Influence
score score score score score score score score score score score score score score score score score
for for for for for for for for for for for for for for for for for
(32,0) (5,0) (12,0) (26,0) (16,0) (17,0) (16,0) (16,0) (7,0) (28,0) (27,0) (11,0) (7,0) (16,0) (9,0) (26,0) (16,0)
-> -> -> -> -> -> -> -> -> -> -> -> -> -> -> -> ->
(0,0) (1,0) (2,0) (3,0) (5,0) (7,0) (8,0) (11,0) (13,0) (14,0) (17,0) (20,0) (20,0) (21,0) (25,0) (31,0) (31,0)
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5934 0.5500 0.2116 0.0 0.0 0.0 0.0 0.0
/( "#(7, : $,> 1#( 1,(*-,C *2% 1,HN>*#*',( ,0 '(0C>%(1% &1,-%& 6$ &N%1'0$'(A *2% (%+ b,N*',(#Cc &%**'(A '8"3+2,F$9A+,$',<'8/,(8 +'*2 4#C>%& M,( #(? $8;
8%#(+#(1( L."9; "#(7, : N-,4'?%& # N,&* N-,1%&&'(A ,N*',( ,0 1,HN>*'(A # l1,(&%(&>&m A-#N2 0-,H # &%* ,0 2'A2M&1,-'(A (%*+,-.&8 6$ #&&'A('(A %FN,(%(*'#CC$ +%'A2*%? N-,6#6'C'*'%& *, *2% '(?'4'?>#C %?A%& '( %#12 ,0 *2% 2'A2M&1,-'(A (%*+,-.&8 6#&%? ,( *2% l-#(.'(Am ,0 %#12 (%*+,-. '( *2% &%*; ),*% *2#* *2% 1,(&%(&>& A-#N2 ?,%& (,* (%%? *, 6% # 4#C'? (%*+,-. &*->1*>-%8 ';%;8 # 1,(&%(&>& A-#N2 1#( 1,(*#'( 1$1C%&;
p. 43
P2% : N'1*>-%& #6,4% &2,+ *2% 1,(&%(&>& A-#N2 #(? *2% *,N &1,-'(A A-#N28 6#&%? ,( # &%#-12 *2#* 0,>(? ZT *,NM&1,-'(A (%*+,-.&; E& #( #'? 0,- 1,HN#-'(A *2% 1,(&%(&>& A-#N2 *, *2% 2'A2M&1,-'(A (%*+,-.& *2#* '* '& 6#&%? ,(8 +% #??%? #( ,N*',( *, ,>*N>* #CC &*->1*>-%& '( *2% 0,-H ,0 #( 2*HC *#6C%; X,C>H( Z bl9#-mc 1,(*#'(& *2% '(?%F 0,- %#12 4#-'#6C%8 1,C>H( : blX,(&%(&>&mc 1,(*#'(& *2% %?A%& 0,- *2% 1,(&%(&>& A-#N28 #(? 1,C>H(& rZ *, r) 1,(*#'( *2% %?A%& 0,- *2% ) *,N &1,-'(A (%*+,-.&;
p. 44
I'#,'#: G%#@+V1'4")+#5 G+5H%.2( P2% ) *,NM&1,-'(A (%*+,-.& ,6*#'(%? 6$ # &%#-12 '( "#(7, Z;T +%-% # &%* ,0 (,(M'?%(*'1#C (%*+,-.&8 &,H% ,0 +2'12 +%-% N,*%(*'#CC$ b#1*>#CC$R C'.%C$c %S>'4#C%(* &*->1*>-%&; "#(7, : N-,4'?%& *2% ,N*',( *, #C&, ,6*#'( &%*& ,0 (,(M%S>'4#C%(* &*->1*>-%&; P, #11%&& *2'& (%+ 0%#*>-%8 ,(% 1#( &N%1'0$ *2% ,N*',(#C l("%&*)%*+,-.&E-%m &%**'(A; P2% ?%0#>C* 4#C>% -%H#'(& *2% "#(7, Z;T 6%2#4',- ,0 l(,(/?%(*'1#Cm; P2% C'&*'(A ,0 *2% ,6*#'(%? -%&>C*& +'CC '(?'1#*% *2% &%C%1*%? ,N*',(; ----------------------------------------------------------------------------- Best 10 non-identical Structures ----------------------------------------------------------------------------Network #1, score: -9685.83, first found at iteration 59177 …
"#(7, : N-,4'?%& : 12,'1%& 0,- ,6*#'('(A # &%* ,0 (,(M%S>'4#C%(* (%*+,-.&R l(,(\S>'4#C%(*m #(? l(,(/?%(*'1#CP2%(V->(%?m; `2%( l(,(\S>'4#C%(*m '& &%C%1*%?8 *2% &%#-12 +'CC 1,HN#-% N,*%(*'#C 2'A2M&1,-'(A (%*+,-.& 0,%S>'4#C%(1% +2%(%4%- # (%+ 2'A2M&1,-'(A (%*+,-. '& %(1,>(*%-%?; P2% #1*>#C *%&* *2#* +% %HNC,$ H#.%& >&% ,0 &%4%-#C l&2,-*1>*&m 4'# #C-%#?$ #4#'C#6C% '(*%-(#C ?#*#8 6>* &*'CC '& %F*-%H%C$ *'H% 1,(&>H'(A; W>% *, *2% C#-A% #H,>(* ,0 #??'*',(#C 1,HN>*#*',(& (%1%&-$ 0,-
p. 45
1,HN#-'(A : (%*+,-.& 0,- %S>'4#C%(1% ,(% 1#( %FN%1* *2#* *2% ->(*'H% N%-0,-H#(1% 0,- # l(,(\S>'4#C%(*m &%#-12 +'CC 6% #( ,-?%- ,0 H#A('*>?% &C,+%- *2#( # &%#-12 *2#* ,(C$ %HNC,$& '?%(*'*$ 12%1.'(A; P2'& N%-0,-H#(1% '&&>% C%? >& *, 'HNC%H%(* *2% &N%1'#C l2$6-'?m ,N*',(8 1#CC%? l(,(/?%(*'1#CP2%(V->(%?m8 +2'12 N%-0,-H& # &%#-12 >&'(A *2% '?%(*'*$ 12%1.'(A ?>-'(A *2% &%#-128 *2%( N->(%& #+#$ #($ %S>'4#C%(* (%*+,-.& %4%-$ *'H% # -%&*#-* ,- -%#((%#C'(A '& N%-0,-H%?8 #& +%CC #& #0*%- *2% &%#-12 '& 1,HNC%*%; ----------------------------------------------------------------------------- Best 8 non-identical then pruned Structures ----------------------------------------------------------------------------Network #1, score: -9893.69, first found at iteration 57937 …
P2%-% '& ,(% '(2%-%(* ?-#+6#1. *, *2'& 2$6-'? #NN-,#128 *2,>A2R `2'C% *2% N%-0,-H#(1% ,0 # l(,(/?%(*'1#CP2%(V->(%?m &%#-12 '& 1C,&% *, *2% N%-0,-H#(1% ,0 # l(,(/?%(*'1#Cm &%#-128 *2% (,(/?%(*'1#CP2%(V->(%? ,N*',( +'CC C'.%C$ (,* $'%C? # l0>CCm &%* ,0 ) *,NM&1,-'(A (%*+,-.&8 6>* '(&*%#? # &>6&%* #($+2%-% 0-,H Z *, ) (,(M%S>'4#C%(* (%*+,-.&; P2% -%#&,( 0,- *2'& C'%& '( *2% l6>HN'(Am ,0 (,(M%S>'4#C%(* (%*+,-.& 6$ # N,*%(*'#CC$ C#-A% (>H6%- ,0 2'A2%- &1,-'(A b6>* N,&&'6C$ s '( 0#1*8 4%-$ C'.%C$ s %S>'4#C%(*c (%*+,-.& 0,>(? 0>-*2%- '(*, *2% &%#-12 N-,1%&&;
p. 46
<&'(A "#(7, '( _#*C#6 B'(1% *2% -%C%#&% ,0 _#*C#6 g8 '* 2#& 6%%( N,&&'6C% *, ->( 3#4# N-,A-#H& 0-,H +'*2'( _#*C#6; `'*2 ,(C$ # C'**C% 6'* ,0 +,-.8 +% 1#( A%* "#(7, *, ->( '( _#*C#6; EC*2,>A2 _#*C#6 '(*%A-#*%& 2%#4'C$ +'*2 3#4#8 $,> H#$ (,*'1% # ?%1-%#&% '( N%-0,-H#(1% +2%( ->(('(A "#(7, 0-,H +'*2'( _#*C#6; P2'& '& H,&* C'.%C$ ?>% *, *-#(&C#*'(A *2% >&%-n& -%S>%&*& '(*, 1,HH#(?& '( 3#4#8 #(? *2>& +'CC N-,6#6C$ (,* ?-#H#*'1#CC$ #00%1* *2% ->(('(A *'H% ,0 # C,(A &%#-12;
8;"#:+ 5% 5;+ 8%..+*5 0'.+*5%.6 P2% 0'-&* &*%N '& *, 12#(A% *, *2% ?'-%1*,-$ '( +2'12 "#(7, '& &*,-%?; 5N%( >N _#*C#6 #(? 12#(A% *2% ?'-%1*,-$ *, *2% C,1#*',( ,0 banjo.jar ,- *2% edu/ ?'-%1*,-$ '0 $,> %F*-#1*%? *2% 7#0'C% #C-%#?$; O,- %F#HNC%8 '0 *2% 7#- 0'C% '& C,1#*%? #* C:\code\banjo.jar ,- '0 $,> %F*-#1*%? *2% 7#- 0'C% *, C:\code8 $,> +,>C? *$N%R cd C:\code
39,"5+ 5;+ *)"((9"5; )%F*8 $,> (%%? *, *%CC _#*C#6 *2% C,1#*',( ,0 *2% "#(7, 1C#&& 0'C%&; /0 $,> +'&2 *, >&% *2% 7#- 0'C%8 &'HNC$ *$N%R javaclasspath('banjo.jar');
/0 $,> #-% (,* >&'(A *2% 7#- 0'C%8 $,> H>&* 6% '( *2% ?'-%1*,-$ *2#* edu/ '& C,1#*%? '(; ),*% *2#* *2'& H>&* 6% #( #6&,C>*% N#*2(#H%; javaclasspath('C:\code\');
T1# 5;+ !"#$% U.%:."/ ),+ *2#* *2% 1C#&&N#*2 2#& 6%%( &%*8 +% (%%? *, 'HN,-* *2% 1C#&&%& *2#* +% +,>C? C'.% *, ->(; B'(1% +% ,(C$ +#(* *, ->( *2% "#(7, 1C#&&8 +% ,(C$ (%%? *, 'HN,-* *2% #NNC'1#*',( N#1.#A%; E&&>H'(A *2#* *2% &%**'(A& 0'C% '& my.settings.txt8 ->(('(A "#(7, 7>&* -%S>'-%& # &'HNC% 1#CC *, *2% H#'( 0>(1*',(R import edu.duke.cs.bayes.application.*; Banjo.main('settingsFile=my.settings.txt');
L,> +'CC (,*'1% *2#* (,*2'(A '('*'#CC$ N-'(*& ,>* ,( *2% &1-%%(; <(0,-*>(#*%C$8 %4%-$*2'(A *2#* '& (,-H#CC$ N-'(*%? *, *2% 1,(&,C% #& *2% N-,A-#H ->(& '& 6>00%-%? '(*%-(#CC$ '( _#*C#6; P2>&8 *2% 0%%?6#1. #(? &%#-12 -%&>C*& +'CC ,(C$ 6% N-'(*%? #0*%- *2% N-,A-#H 2#& 1,HNC%*%? ->(('(A;
p. 47
M9+*'-6'#: C,,'5'%#") Z95'%#( P, N-,4'?% &%4%-#C ,N*',(& *, *2% "#(7, N-,A-#H *2#* +,>C? (,-H#CC$ 6% &N%1'0'%? ,( *2% 1,HH#(? C'(%8 $,> H>&* >&% #( #--#$ ,0 &*-'(A&; E( #--#$ ,0 &*-'(A& '( _#*C#6 '& &N%1'0'%? '( 6-#1.%*& yz; O,- %F#HNC%8 '0 +% +'&2%? *, #??'*',(#CC$ &N%1'0$ *2#* *2% >&%- '& 7,2(8 *2% (%+ 1,HH#(? +,>C? 6%R Banjo.main( {'settingsFile=my.settings.txt', 'user=john'} );
_,-% ,N*',(& 1#( 6% &N%1'0'%? *2% H% +#$R +'*2 1,HH# &%N#-#*%? &*-'(A& 6%*+%%( 6-#1.%*&;
p. 48
G'(*& #(? P'N& 8%/915'#: " G+5H%.2 M*%.+ H'5;%15 T1##'#: " M+".*; P, 2#4% "#(7, 1,HN>*% *2% &1,-% ,0 # &'(AC%8 '('*'#C (%*+,-. ,(C$8 &'HNC$ &%* *2% &%#-12%&%**'(A *, lB.'Nm; BN%1'0$ *2% #$#2#!A<2/+'2+/, &%**'(A *, N,'(* *, *2% 0'C% *2#* ?%&1-'6%& *2% &*->1*>-%; P2%( %F%1>*% "#(7,; P2'& +'CC 'A(,-% #($ *%-H'(#*',( 1-'*%-'# '( *2% &%**'(A& 0'C%8 1,HN>*% *2% (%*+,-. &1,-%8 #(? *2%( N-,1%%? &*-#'A2* *, *2% N,&*MN-,1%&&'(A ,N*',(&; "$ >&'(A *2% 1,HH#(? C'(% ,N*',( $,> 1#( 1,(4%('%(*C$ .%%N #CC *2% 4#C>%& '( $,>- &%**'(A& 0'C% >(12#(A%?d &'HNC$ #?? l(,!/'.,/B<%#3 #$#2#!A<2/+'2+/,B9#A,$!", m *, *2% %(? ,0 *2% 1,HH#(? &*-'(A 0,- ->(('(A "#(7,;
0'(9)"6'#: 0+B1: X#-% `2%( %(1,>(*%-'(A # N-,6C%H +2'C% ->(('(A "#(7, #& # 7#- 0'C%8 *2% *#(3A!MH,0+1F$98 &%**'(A8 +2%( &%* *, l$%&m8 1#( -%4%#C #??'*',(#C '(0,-H#*',( b6$ ?'&NC#$'(A *2% &*#1. *-#1%c +'*2,>* 2#4'(A *, C,#? "#(7, '(*, # ?%4%C,NH%(* %(4'-,(H%(*;
C,,'#: M5.1*51.+ I')+( 5% Z15915 /( 1#&% #($ ,0 *2% &*->1*>-% 0'C%&8 &>12 #& '(*'#CB*->1*>-%8 H>&*"%V-%&%(*\?A%& ,H>&*),*"%V-%&%(*\?A%&8 #-% &N%1'0'%?8 *2%$ 1#( 6% ?'&NC#$%? b#(? %? '( *2% -%&>C*& 0'C%c #& N#-* ,0 *2% ,>*N>*8 6$ &%**'(A *2% *#(3A!M<2/+'2+/,( &%**'(A *, l$%&m;
3('#: O'/+ M5"/9( '# Z15915 I')+( <&'(A # *'H% '( &*#HN #& N#-*0'C%&; ,0 # 0'C% (#H% N-,4'?%& # &'HNC% H%12#('&H *,#($+2%-% % *2% -%&>C*& 0,%#12 &%#-12 '(?'4'?>#C B'HNC$ %H6%? # *,.%( bx*'H%v&*#HNxc '( *2% 0'C% (#H% &*-'(A8 #(? "#(7, +'CC -%NC#1% '* #* ->( *'H% +'*2 *2% 1>--%(* *'H%p?#*%8 6#&%? ,( *2% b,N*',(#Cc *'H% &*#HN 0,-H#* &N%1'0'%? 6$ *2% 2#",<2!"3;8/"!2 &%**'(A; P2% ?%0#>C* *'H% &*#HN 0,-H#* '& ,0 *2% 0,-H l$$$$;__;??;GG;HH;&&m8 +2%-% $$$$ J $%#- '( eM?'A'*&8 __ J H,(*2 bZ *, Z:c8 ?? J ?#$8 GG J 2,>- '( :e2 (,*#*',(8 HH J H'(>*%&8 && J &%1,(?&8 ,0 *2% 1>--%(* *'H% #(? ?#*%; P2% 0,-H#* 0,CC,+& *2% 3#4# *'H% &*#HN 0,-H#*; P2% *'H% &*#HN 1#( 6% #NNC'%? *, *2% -%N,-* 0'C%8 #& +%CC #& *2% 0'C% (#H%& 0,- *2% *,N A-#N2 #(? *2% 1,(&%(&>& A-#N2;
N+/%.6 X#-% "#, U+.-%./"#*+ O1#'#: P2% *#(3A!MJ,"8/MF$98 1#( 1,H% '( 2#(?$ +2%( ->(('(A "#(7, ,( C#-A% ?#*# &%*& *2#* H#$ -%#12 *2% 1,HN>*%-n& C'H'* ,0 #4#'C#6C% H%H,-$; `2%( &%* *, l$%&m8 *2% H%H,-$ >&%? 6$ "#(7, '& 6%'(A ?'&NC#$%? #* %4%-$ -%A>C#- 0%%?6#1. '(*%-4#C; P2'& H#.%& '* # C'**C% %#&'%- *, *>(% *2% +(,P!'., &%**'(A *2#* 1,(*-,C& *, # C#-A% %F*%(? *2% #H,>(* ,0 H%H,-$ *2#* "#(7, >&%&8 #6,4% # H'('H>H #H,>(* 0,- ->(('(A # 4%-$ 6#&'1 &%#-12; "#(7, >&%& : ?'00%-%(* *$N%& ,0 1#12%R # 6#&'1 1#12% *2#* &*,-%& # C'H'*%? (>H6%- ,0 b(,?%c &1,-%& '( # 4#-'#6C% 1,(*#'(%-8 #(? +2#* +% 1#CC l0#&*X#12%m8 +2'12 &*,-%& b(,?%c &1,-%& 0,- #CC 4#-'#6C%& ,0 # A'4%( H#F'H>H N#-%(* 1,>(* '( #( #--#$ 0,- 0#&* -%*-'%4#C; P2% 0#&* 1#12% 1#( 2#(?C% # H#F'H>H N#-%(* 1,>(* ,0 >N *, :8 #(? 1#( 6% >&%? '( #??'*',( *, *2% 6#&'1 1#12%; "$
p. 49
?%0#>C*8 #CC 1#12% &%**'(A& #-% *>-(%? l,(m8 ';%;8 +(,P!'., '& &%* *, 0#&*K%4%C:; G,+%4%-8 0,N-,6C%H& +'*2 &%4%-#C 2>(?-%?& ,- &%4%-#C *2,>(?& ,0 4#-'#6C%& *2% 1#12% >&% A%(%-#CC$ 2#& *, A%* ?'#C%? ?,+( *, .%%N "#(7, 0-,H ->(('(A ,>* ,0 H%H,-$; O,- #??'*',(#C '(0, #6,>* *>('(A # &%#-128 NC%#&% 1,(&>C* *2% <,22#$1 +3 M8+/ <,!/'. &%1*',(;
C**+(('#: C,,'5'%#") Z95'%#( 4'" X#5+.#") 8%,+ 8;"#:+( "#(7, : 2#& -%NC#1%? H,&* ,0 *2% '(*%-(#C 1,(0'A>-#*',( 1,(&*#(*& +'*2 &%**'(A& ,N*',(&; G,+%4%-8 *2%-% #-% # 0%+ &%**'(A& *2#* #-% &,H%+2#* '( 1,(0C'1* +'*2 -%A>C#- "#(7, 6%2#4',-8 6>* *2#* 1#( 6% >&%0>C %&N%1'#CC$ *, ?%4%C,N%-&; E N-'H% %F#HNC% '& *2% >&% ,0 *2% 4#-'#6C%X,>(* &%**'(A +'*2 4#C>%& *2#* ?'00%- 0-,H *2% (>H6%- ,0 ?#*# %(*-'%& &>NNC'%? 6$ *2% ,6&%-4#*',(& 0'C%; `2%( "#(7, ,N%-#*%& l(,-H#CC$m8 &>12 # ?'00%-%(1% +'CC 6% 0C#AA%? #& #( %--,- s #& # >&%- +,>C? 1,H% *, %FN%1*R [ERROR: Banjo 2, 10/10/06 12:55:35 PM] The info below has been gathered by the application: (ObservationsAsMatrix.LoadData) Observation #1 in observations file 'static.data.txt' contains 33 data points instead of the expected 31.
5( *2% ,*2%- 2#(?8 6%'(A #6C% *, ->( ?'00%-%(* &%#-12 &1%(#-',& 0-,H *2% H% ?#*# &%* '& 4%-$ 1,(4%('%(* 0,- ?%4%C,N%-&; B, +% N-,4'?% # lH#A'1m &+'*12 '( 0,-H ,0 *2% W\"<= 1,(&*#(* '( *2% "E)35 0'C%; `2%( &%* *, 2/+,8 4#C'?#*',( 12%1.& &>12 #& 0,- *2% 4#-'#6C% 1,>(* #-% &.'NN%? '( *2% 1,?%; /( #??'*',( *, #C*%-'(A *2% "#(7, 6%2#4',-8 *2% W\"<= &+'*12 #C&, N-,4'?%& #??'*',(#C '(*%-(#C *-#1% 0%%?6#1. '( &%4%-#C 1,-% N#-*& ,0 *2% 1,?%; P2'& H#.%& '* %#&$8 %;A;8 *, H,('*,- *2% H%H,-$ >&% 6$ '(?'4'?>#C 1,HN,(%(*& ?>-'(A &%*>N ,0 # &%#-12;
3#'V1+ Z15915 I')+ G"/+( "#(7, : #CC,+& *2% >&% ,0 *'H% &*#HN& '( 4#-',>& 0'C% (#H%& 0,- '*& ,>*N>*8 6$ '(&%-*'(A *2% x*'H%&*#HNx *,.%( #($+2%-% '( *2% 0'C% (#H%; P2% >&% ,0 *'H%M&*#HN%? ,>*N>* 0'C%& 1,H%& '( 2#(?$ +2%( $,> (%%? *, H#.% -%N%#*%? &%#-12%& +'*2 *2% H% ,- &'H'C#- &%**'(A&8 &'(1% *2% -%&>C* 0,- %#12 &%#-12 1#( 6% &*,-%? '( #( '(?'4'?>#C 0'C%; /0 *2% H#'( -%&>C* 0'C% 2#NN%(& *, 2#4% *2% H% (#H% #& #( %#-C'%- -%&>C* 0'C%8 "#(7, N-,1%%?& #& '( 4%-&',( Z8 #(? #NN%(?& *2% (%+ -%&>C*& *, *2% %F'&*'(A 0'C%; ),*%R /0 $,> ?,(n* >&% *'H%&*#HN&8 6>* >&% *2% #>*,H#*'1 A%(%-#*',( ,0 A-#N2'1& 0'C%& 4'# *2% ?,* N-,A-#H8 $,> +#(* *, 6% #+#-% *2#* $,>- A-#N2'1& ,>*N>* +'CC 6% ,4%-+-'**%( +'*2 *2% (%+ 0'C% '( 1#&% $,> 0,-A%* *, 12#(A% *2% A-#N2'1& 0'C% (#H%b&c; P2% ?%0#>C* *'H% &*#HN 0,-H#* N-,A-#HH%? '(*, "#(7, '& ,0 *2% 0,-H l$$$$;__;??;GG;HH;&&m8 +2%-% $$$$J$%#-8 __JH,(*2 b(>H%-'1 4#C>%c8 ??J?#$ ,0 *2% H,(*28 GGJ2,>-& '( :e2 1C,1.8 HHJH'(>*%&8 &&J&%1,(?&; L,> 1#( &N%1'0$ $,>- ,+( *'H% &*#HN 0,-H#* 6$ &N%1'0$'(A *2% ,N*',(#C 2#",<2!"3;8/"!2 4#C>% '( *2% &%**'(A& 0'C%; /( #??'*',( *, >&'(A *'H% &*#HN& '( ,-A#('D'(A $,>- ,>*N>*8 '* '& #C&, N,&&'6C% *, '(1C>?% b-%C#*'4%c N#*2 '(0, #& N#-* ,0 # 0'C% (#H% b<&% 0,-+#-? &C#&2 #& ?'-%1*,-$ '(?'1#*,-c; `2%( >&%? '( *2'& +#$ ,(% 1#( -,>*% #CC A-#N2'1& 0'C%& '(*, # &%N#-#*% &>6?'-%1*,-$ ,0 *2% '(N>* ?'-%1*,-$8
p. 50
#(? *2% *%F* 0'C%& '(*, #(,*2%- ,(%; ),*%R E($ &>12 N#*2 '(0, 1#((,* A, *, *2% N#-%(* ?'-%1*,-$8 6>* 2#& *, 6% # N-,N%- &>6?'-%1*,-$ ,0 *2% '(N>* ?'-%1*,-$; /0 $,> >&% *2'& 0%#*>-%8 $,> (%%? *, 6% 1#-%0>C '( &N%CC'(A $,>- 0'C% (#H%8 6%1#>&% "#(7, ?,%& (,* C,,. 0,- #($ ?'-%1*,-$ '(0,8 #(? *2>& ?,%& (,* 1-%#*% #($ (,(M%F'&*'(A ?'-%1*,-'%& 0,- $,>; /(&*%#? $,> H#$ %(? >N +'*2 #( %--,- H%&A% &'H'C#- *, *2'& ,(%R ----------------------------------------------------------------------------(Final Checkpoint) A final check revealed the following issues that were encountered during Banjo's execution: ----------------------------------------------------------------------------(Post-processing) The 'dot' output could not be created. Detail info: '(PostProcessor.execute) When the file name 'top/top.graph.2006.10.12.15.31.13' for the top graph is combined with the Output directory 'data/release2.0/static/output', the result does not form a valid path to a file. Please make sure that all specified directories exist!'.
8%/B'#'#: N1)5'9)+ ZB(+.4"5'%#( I')+( \4%( *2,>A2 *2'& 2#& 6%%( # 0%#*>-% '( 4%-&',( Z8 '* 2#& (,* 6%%( +%CC ?,1>H%(*%?; /0 $,>,6&%-4#*',(& #-% C,1#*%? '( H>C*'NC% 0'C%&8 $,> 1#( %#&'C$ l1,H6'(% *2%Hm 0,- *2% N>-N,&% ,0 # "#(7, &%#-128 6$ &'HNC$ &N%1'0$'(A *2%H '( *2% &%**'(A& 0'C% #& # 1,HH#M&%N#-#*%? C'&*8 ,- >&'(A +'C?1#-? (,*#*',(; E(? '( 1#&% $,> 2#4% # &%* ,0 0'C%& '( $,>- '(N>* ?'-%1*,-$ 0-,H +2'12 $,> +#(* *, %F1C>?% ,(% ,- H,-% ,6&%-4#*',(& 0'C%& 0,- # N#-*'1>C#- &%#-128 $,> 1#( ?, *2#* 6$ C'&*'(A *2% l*,M6%M%F1C>?%?m 0'C% +'*2 # lMmMN-%0'F; 50 1,>-&%8 *2'& H%#(& *2#* $,> 1#((,* (#H% $,>- ,6&%-4#*',( 0'C%& +'*2 (#H%& *2#* &*#-* +'*2 # lMmM&'A(; ),*% *2#* +2%( &%**'(A >N # &%#-12 0,- # ?$(#H'1 (%*+,-.8 +2%-% *2% ?#*# '& 6#&%? ,( N,&&'6C$ &%4%-#C '(?%N%(?%(* b*'H% 6#&%?c %FN%-'H%(*&8 %#12 ?#*# 0'C% +'CC 6% *-%#*%? #& # &%N#-#*% l%(*'*$m (,* -%C#*%? *, *2% ?#*# '( #($ ,*2%- &>NNC'%? ?#*# 0'C% b+2'12 '& *2% %FN%1*%? 6%2#4',-8 ,0 1,>-&%c; X,(&%S>%(*C$8 #CC ?#*# 0-,H *2% H% %FN%-'H%(* 0,- *2% ?$(#H'1 1#&% (%%?& *, 6% &>NNC'%? '( *2% H% 0'C%; P2'& %FNC#'(& *2% &%N#-#*% 0%%?6#1. '( *2% "#(7, -%&>C*& 0'C% +2%( %F#H'('(A ?$(#H'1 (%*+,-.&8 ?'&NC#$'(A # 4#C>% 0,- l,6&%-4#*',(& '( 0'C%m #(? 0,- l,6&%-4#*',(& >&%?m;
P..%. T+9%.5'#: 5% I')+ V-',- *, 4%-&',( :8 "#(7, +,>C? -%N,-* %--,-& ,(C$ *, # &N%1'#C %--,-& 0'C%8 C,1#*%? '( *2% ?'-%1*,-$ ,0 *2% "#(7, %F%1>*#6C%; B*#-*'(A +'*2 4%-&',( :8 %--,-& +'CC #C&, 6% -%N,-*%? '( *2% &*#(?#-? -%&>C*& 0'C%;
N%.+ I)+D'B)+ M5.1*51.+ I')+( P2% C%&& &*-'(A%(* '(N>* N-,1%&&'(A ,0 "#(7, : C%*& >& &.'N C'(%& '( # &*->1*>-% 0'C% 0,- 4#-'#6C%& *2#* ?,(n* 2#4% #($ N#-%(*&; E($ >(&N%1'0'%? 4#-'#6C% '& #&&>H%? *, 2#4% (, N#-%(* b>(C%&& # ?6(_#(?#*,-$K#A '& >&%? 0,- # ?$(#H'1 6#$%&(%*c; /( #??'*',(8 +% ?,(n* %(0,-1% *2% ,-?%- '( +2'12 *2% 4#-'#6C%& #(? *2%'- N#-%(*& #-% C'&*%?;
M9+*'-6'#: ZB(+.4"5'%#( '# T%H %. 8%)1/# I%./"5 P2% ?%0#>C* 0,- *2% ,6&%-4#*',(& 0'C% '& *2% 1,C>H( ,-'%(*%? 0,-H#* *2#* +#& #C-%#?$ '( >&% '( "#(7, Z;T8 ';%;8 %#12 -,+ '( *2% ,6&%-4#*',(& 0'C% 1,(*#'(& # &'(AC% ,6&%-4#*',( +'*2 4#C>%& 0,#CC ,0 *2% 4#-'#6C%&;
p. 51
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M9+*'-6'#: G"/+( -%. 5;+ J".'"B)+( P, #&&'A( (#H%& *, *2% >&%? 4#-'#6C%&8 +% 1#( >&% *2% D!/#!0A,C!",( &%**'(A; B%4%-#C ,N*',(& #-% #4#'C#6C%R V-,4'?% # C'&* ,0 *2% (#H%& '( +2'*%M&N#1% ?%C'H'*%? 0,-H#* '( *2% &%**'(A& 0'C%; /0 $,> (%%? *, >&% +2'*%M&N#1% +'*2'( $,>- 4#-'#6C% (#H%&8 *2%( N-%0'F $,>- C'&* +'*2 l1,HH#&Rm8 0,CC,+%? 6$ *2% 1,HH# ?%C'H'*%? C'&* ,0 4#-'#6C% (#H%&; {/( 1#&% $,> (%%? # ?'00%-%(* ?%C'H'*%-8 $,> 1#( 12#(A% *2% 12,'1% ,0 ?%C'H'*%- 6$ %?'*'(A # -
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p. 52
P-,>6C%&2,,*'(A `2%( +,-.'(A +'*2 # (%+ &,0*+#-% N-,A-#H '* '& 'HN,-*#(* *, .(,+ +2#* *, ?, +2%( &,H%*2'(A ?,%&(n* +,-.; /( *2'& &%1*',(8 +% ?%&1-'6% *2% H#'( &,>-1%& ,0 N-,6C%H& *2#* # >&%H#$ %(1,>(*%- +2%( +,-.'(A +'*2 "#(7, #(? 2,+ *, A, #6,>* 0'(?'(A &,C>*',(&; P2% N-,6C%H& *2%H&%C4%& 1#( 6% 1#*%A,-'D%? '(*, # (>H6%- ,0 ?'00%-%(* *$N%&8 %#12 ?%&1-'6%? '( ?%*#'C 6%C,+;
`2%( K'**C% P2'(A& W,(n* `,-. E& \FN%1*%? N'(('#: %. X#4")', U"."/+5+. '# 5;+ M+55'#:( I')+ /0 # -%S>'-%? N#-#H%*%- '& (,* &N%1'0'%? 0,- %F%1>*'(A # N#-*'1>C#- &%#-12 &*-#*%A$8 "#(7,n& '(*%-(#C 4#C'?#*',( +'CC 1#*12 *2'& N-,6C%H8 #(? ?'&NC#$ # &2,-* -%N,-*; P2% "#(7, : 0%%?6#1. '(1C>?%& *2% "#(7, 2%#?%- &%1*',( #(? N-,7%1* ?#*#8 #& +%CC #& # C'&*'(A ,0 #CC '&&>%& +'*2 *2% >&%-M&>NNC'%? &%**'(A& *2#* '* 1#( %C$ ?%*%-H'(%; P2% H#'( *$N%& ,0 '&&>%& -%N,-*%? #-% lH'&&'(A 4#C>% ,0 # -%S>'-%? &%**'(Am8 l4#C>% ,>* ,0 #11%N*%? -#(A%m8 l'(4#C'? 12,'1%m8 l->C% 4',C#*',(m8 #(? l+-,(A ?#*# *$N%m; \F#HNC%& b+'*2 %--,- *$N%& 2'A2C'A2*%? '( 6,C? 0#1%cR ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-2007 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------[ERROR: Banjo 2, 8/7/06 12:51:14 PM] (Checkpoint) Cannot continue without a valid searcher. (Invalid setting choice ) The supplied value 'default' is not a valid option for the setting 'searcherChoice'. ----------------------------------------------------------------------------End of error notification -----------------------------------------------------------------------------
/( *2'& 1#&% "#(7, C%*& >& .(,+ *2#* *2% &%#-12%-X2,'1% &%**'(A (%%?& *, 6% &N%1'0'%? +'*2 # 4#C>% *2#* '& *2% &%* ,0 #11%N*#6C% 4#C>%& b'( *2'& 1#&%8 l&'H>C#*%? #((%#C'(Am8 lA-%%?$m8 ,l&.'Nmc; `2'C% l?%0#>C*m '& # 4#C'? 12,'1% 0,- &%4%-#C ,0 *2% 1,-% ,67%1*& *2#* #-% 6%'(A >&%? 6$ *2% &%#-128 '* 1#((,* 6% >&%? 0,- &N%1'0$'(A *2% &%#-12%-; ),*% *2#* #($ &%**'(A *2#* %FN%1*& # &*-'(A 0-,H # N-%&1-'6%? &%* ,0 4#C>%& '& (,+ 4#C'?#*%? '( *2'& H#((%-; ),*% *2#* "#(7, 1#((,* 1,(*'(>% '*& 4#C'?#*',( b+2#* &%#-12%- +,>C? '* >&%oc8 &, '* '(?'1#*%& *2#* '* &*,NN%? #* # 12%1.N,'(*8 #(? '* C'&*& *2% '&&>%& *2#* '* %(1,>(*%-%? &, 0#-; ----------------------------------------------------------------------------ERROR DETAILS ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Mar 2007 - Licensed from Duke University - Copyright (c) 2005-2007 by Alexander J. Hartemink - All rights reserved -----------------------------------------------------------------------------
p. 53
- Project: - User: - Dataset: - Notes: ----------------------------------------------------------------------------[ERROR: Banjo 2, 8/7/06 12:46:12 PM] (Data is of unexpected type ) The value for the setting 'Min. Markov lag' (minMarkovLag = '3.5') is not of the correct data type (expected: Integer). ( Missing value of required settin ) gThe value for the setting 'Max. Markov lag' (maxMarkovLag = '') needs to be supplied. ( Value out of acc epted range ) The value of the setting 'numberOfIntermediateProgressReports' (='-10') needs to be greater than 0. ( Value out of acc epted range ) The value of the setting 'maxParentCount' (='-3') needs to be greater than 0. ----------------------------------------------------------------------------End of error notification -----------------------------------------------------------------------------
O'-&*8 "#(7, *%CC& >& *2#* *2% "#$J!/%8DN!1 (%%?& *, 6% #( '(*%A%-; )%F*8 "#(7, '& 1,HNC#'('(A #6,>* *2% H'&&'(A 4#C>% 0,- *2% -%S>'-%? &%**'(A "!UJ!/%8DN!1; `% (%%? *, H#.% &>-% *2#* *2% &%**'(A& 0'C% 1,(*#'(& # C'(% +'*2 *2'& &%**'(A (#H% #(? '*& 4#C>%; /( *2% 1#&% ,0 ,>- %F#HNC%8 +% +,>C? #?? maxMarkovLag=
+'*2 }4#C>%~ 0'CC%? '( +'*2 *2% ?%&'-%? 4#C>% b# (,(MD%-, '(*%A%- A-%#*%- ,- %S>#C *, *2% "#$J!/%8DN!1c; O'(#CC$8 "#(7, #C&, 0C#A& &%4%-#C &%**'(A& +'*2 4#C>%& *2#* 1#((,* 6% >&%? #& &>NNC'%?R P2% $+"0,/L9F$2,/",*#!2,Q/81/,((G,38/2(#(? *2% "!UQ!/,$2P8+$2 #CC (%%? *, 6% N,&'*'4% (>H6%-&; ),*% *2#* "#(7, #A#'( &*,N& +'*2 '*& 4#C'?#*',( #* *2'& N,'(*; E($ %--,-& *2#* +,>C? 6% 0,>(? '( 1,?% *2#* +,>C? ,( *2% &>11%&&0>C 4#C'?#*',( ,0 *2% &%#-12%- +,>C? (,* %F%1>*% >(*'C *2% 0C#AA%? '&&>%&?%N%(? #-% -%&,C4%?; ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-2007 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: - User: - Dataset: - Notes: ----------------------------------------------------------------------------[ERROR: Banjo 2, 8/7/06 1:12:58 PM] (Data is of unexpected type ) The value for the setting 'Max. parent count' (maxParentCount = 'three') is not of the correct data type (expected: Integer). (Rule violation ) The value of the setting 'minMarkovLag' (='3') needs to be less than or equal to that of setting 'maxMarkovLag' (='1').
/( *2'& %F#HNC% "#(7, 1,HNC#'(& *2#* *2% (>H%-'1 4#C>% 0,- "!UQ!/,$2P8+$2 '& (,* # (>H6%b'( 0#1*R '* *%CC& >& *2#* +% (%%? *, %(*%- #( '(*%A%-c8 #(? *2#* *2% "#$J!/%8DN!1 '& (,* C%&& *2#( ,- %S>#C *, *2% "!UJ!/%8DN!1;
p. 54
N'(*+))"#+%1( P..%.( "#, \".#'#:( O,- &,H% %--,-&8 %;A; +2%( %(1,>(*%-'(A # 1$1C% '( # &*->1*>-% 0'C%8 $,>nCC (,*'1% *2#* "#(7, +'CC ?'&NC#$ # 1,HNC%*% C'&* ,0 *2% #C-%#?$ 4#C'?#*%? &%**'(A&8 #& +%CC #& *2% C,#?%? l-#+m 4#C>%&; P2'& 1#( #&&'&* '( *2% *-,>6C%M&2,,*'(A #(? 1-,&&12%1.'(A ,0 *2% &>NNC'%? '(N>* ?#*#; B*->1*>-% 0'C%&8 >&%? 0,- %F#HNC% *, &>NNC$ #( '('*'#C (%*+,-. &*->1*>-% ,- *2% H>&*"%V-%&%(*\?A%& 0'C%8 (%%? *, -%N-%&%(* # 4#C'? (%*+,-.8 ';%;8 *2%$ 1#((,* 1,(*#'( 1$1C%&; /( #??'*',(8 *2% H>&*"%V-%&%(*\?A%& #(? H>&*),*"%V-%&%(*\?A%& 2#4% *, 6% 1,(&'&*%(* +'*2 -%&N%1* *, %#12 ,*2%- b';%;8 *2%$ 1#((,* ,4%-C#Nc; O'(#CC$8 0,- &,H% H'(,- '&&>%& +'*2 *2% '(N>* ?#*#8 "#(7, H#$ ,(C$ -%N,-* # +#-('(A; P2'& 2#NN%(&8 %;A;8 +2%( *2% (>H6%- ,0 &>NNC'%? 4#-'#6C% (#H%& ?,%& (,* H#*12 *2% (>H6%- ,0 4#-'#6C%&; /( *2'& 1#&% "#(7, +'CC %F%1>*% *2% &%#-12 #0*%- ?'&NC#$'(A # 6-'%0 H%&A% &*#*'(A *2% '&&>%;
U.%B)+/( 01.'#: U%(5@U.%*+(('#: E& *2% C'&* ,0 N,&*MN-,1%&&'(A ,N*',(& A-%+8 +% +#(*%? *, .%%N *2% %F%1>*',( ,0 *2% ?'00%-%(* N,&*MN-,1%&&'(A 1,?% &%1*',(& #& '(?%N%(?%(* 0-,H %#12 ,*2%- #& N,&&'6C%; P, #12'%4% *2'& +% %HNC,$ # &%N#-#*% %--,- *-#1.'(A H%12#('&H 0,- %#12 ,N*',(8 +'*2 '*& ,+( ,>*N>* l12%1.N,'(*m; /0 "#(7, %(1,>(*%-& # N-,6C%H8 '* +'CC .%%N *-#1. ,0 '*8 6>* *-$ *, 1,(*'(>% +'*2 *2% -%H#'('(A N,&*MN-,1%&&'(A ,N*',(&; E HNC% ,>*N>* H#$ C,,. &'H'C#- *, *2'&R ----------------------------------------------------------------------------(Final Checkpoint) A final check revealed the following issues that were encountered during Banjo's execution: ----------------------------------------------------------------------------(Post-processing) The influence scores could not be computed. Detailed info: '(InfluenceScorer constructor) Error in executing the InfluenceScorer constructor.'. ('dot' execution) The attempted execution of 'dot' to create the graphics file 'data/release2.0/static/output\consensus.graph.2006.10.10.10.08.21.jpg' did not succeed. No output has been produced.
P..%. 01.'#: U.%:."/ PD+*15'%#Q F"#,)+, B6 !"#$% G%-% +% %(1,>(*%- # N-,6C%H *2#* ,11>--%? ?>-'(A -%A>C#- N-,A-#H %F%1>*',(R P2% "#(7, 1,?% %(1,>(*%-& b'(*%-(#Cc ?#*# *2#* '* ?,%&(n* %FN%1*8 #(? &*,N& *2% N-,A-#H; E *$N'1#C %F#HNC% 1,>C? 6% *2% ?'&1,4%-$ ,0 # 1$1C% '( # >&%-M&>NNC'%? &*->1*>-%R *2% ,N*',(#C '('*'#C &*->1*>-% 0'C% 1#((,* 1,(*#'( # 1$1C%; ----------------------------------------------------------------------------ERROR DETAILS ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-06 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo static example - User: demo - Dataset: 33-vars-320-obse rvations - Notes: static bayesian network inference -----------------------------------------------------------------------------
p. 55
[ERROR: Banjo 2, 10/10/06 10:39:50 AM] The info below has been gathered by the application: The must-be-present edges file 'static.mandatory.with.cycle.str' contains a cycle. ----------------------------------------------------------------------------End of error notification -----------------------------------------------------------------------------
_#($ ,0 *2%&% %--,-& #-% %#&'C$ 0'F#6C% 6$ 1,--%1*'(A *2% ?#*#; E(,*2%- *$N% ,0 %--,- H#$ 6% 1#>&%? 6$ #( >(%FN%1*%? 1,H6'(#*',( ,0 ?#*# *2#* '& (,* 2#(?C%? N-,N%-C$ 6$ *2% "#(7, 1,?%; P2'& +,>C? 6% # 6>A '( *2% &,0*+#-% #(? 2#& *, 6% 1,--%1*%? 6$ *2% ?%4%C,N%-; ----------------------------------------------------------------------------ERROR DETAILS ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-06 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo static example - User: demo - Dataset: 33-vars-320-obse rvations - Notes: static bayesian network inference ----------------------------------------------------------------------------[ERROR: Banjo 2, 10/10/06 11:00:54 AM] [Development-related error: This message is usually generated to remind the Banjo developer to complete or restructure a section of code] Error details: Please notify the developer that the application provided the following info: (BayesNetManager.applyChange) Development issue: Can only apply a BayesNetChange with READY status, but encountered status value = '1'. ----------------------------------------------------------------------------End of error notification -----------------------------------------------------------------------------
G,N%0>CC$8 &>12 '(&*#(1%& +'CC 6% -#-%;
P..%. 01.'#: U.%:."/ PD+*15'%#Q RX#(1--'*'+#5)6 F"#,)+,S B6 !"#$% /( *2'& &'*>#*',(8 #( %--,- '& 6%'(A 2#(?C%? 6$ *2% "#(7, 1,?%8 6>* *2% %--,- H%&A% ?,%&(Q* N-,4'?% %(,>A2 '(0,-H#*',(; j>'*% N,&&'6C$ *2'& '& ?>% *, #( ,4%-&'A2* ,0 *2% ?%4%C,N%-8 #& *2% 0,CC,+'(A %F#HNC% 'CC>&*-#*%&; ----------------------------------------------------------------------------ERROR DETAILS ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-06 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo static example - User: demo - Dataset: 33-vars-320-observations - Notes: static bayesian network inference ----------------------------------------------------------------------------[ERROR: Banjo 2, 10/10/06 10:47:46 AM]
p. 56
[Development-related error: This message is usually generated to remind the Banjo developer to complete or restructure a section of code] Error details: Please notify the developer that the application provided the following info: (BayesNetStructure constructor) Developer issue: 'bayesNetStructure' object is of unknown data type. ----------------------------------------------------------------------------End of error notification -----------------------------------------------------------------------------
),*% *2#* #( %F*%(?%? %--,- -%N,-*'(A &%1*',( 1#( 6% ?'&NC#$%? >&'(A *2% l?'&NC#$W%6>A/(0, J &*#1.P-#1%m &%**'(AR edu.duke.cs.banjo.utility.BanjoException: (BayesNetStructure constructor) Developer issue: 'bayesNetStructure' object is of unknown data type. at edu.duke.cs.banjo.bayesnet.BayesNetStructure.(BayesNetStructure.java:81) at edu.duke.cs.banjo.learner.SearcherSimAnneal.setupSearch(SearcherSimAnneal.java:1327) at edu.duke.cs.banjo.learner.SearcherSimAnneal.(SearcherSimAnneal.java:722) at edu.duke.cs.banjo.application.Banjo.runSearch(Banjo.java:110) at edu.duke.cs.banjo.application.Banjo.(Banjo.java:60) at edu.duke.cs.banjo.application.Banjo.main(Banjo.java:320)
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I>(('(A 5>* ,0 _%H,-$ K%*n& $ $,> 2#4% '(&*#CC%? "#(7,8 H#?% &>-% *2#* '* ->(& ,( *2% &>NNC'%? %F#HNC%&8 #(? 2#4% 7>&* &%* >N $,>- 4%-$ 0'-&* ,+( N-,7%1*8 +'*2 # C#-A% (>H6%- ,0 4#-'#6C%&8 #(? *2% ?%0#>C* &%**'(A& 0,- $,>- 3#4# 9'-*>#C _#12'(% b39_c; "#(7, &*#-*& %F%1>*'(A8 6>* -%*>-(& #0*%- # 0%+ &%1,(?&8 +'*2 # H%&A% *2#* '* -#( ,>* ,0 H%H,-$; P2'& &%1*',( %FNC#'(& # 0%+ %#&$ &*%N& *, A%* $,> N#&* *2%&% 2>-?C%&;
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P2% (>H6%- ,0 4#-'#6C%& P2% (>H6%- ,0 ,6&%-4#*',(& P2% H#F'H>H _#-.,4 C#A P2% (>H6%- ,0 4#C>%& ,- ?'&1-%*% &*#*%& N%- 4#-'#6C% P2% H#F'H>H (>H6%- ,0 N#-%(*& *2#* #($ 4#-'#6C% 1#( 2#4% P2% #&&'A(%? C%4%C 0,- *2% l0#&* 1#12%m '( *2% >&%X#12% &%**'(A P2% 4#C>% ,0 *2% N-%1,HN>*%K,A=#HH# &%**'(A P2% #H,>(* ,0 H%H,-$ bN,&&'6C$ 'HNC'1'*C$c #&&'A(%? *, *2% 3#4# 9_ b*2'& 1,>C? 6% H>12 &H#CC%- *2#( *2% #H,>(* ,0 H%H,-$ *2#* "#(7, 1,>C? -%#&,(#6C$ >&%uc;
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p. 57
G%-% '& #( %F#HNC% ,( 2,+ *, '(&*->1* *2% 3#4# 9'-*>#C _#12'(% b39_c *, >&% # H>12 2'A2%#H,>(* ,0 H%H,-$ *2#( '*& ?%0#>C* &%**'(A b+2'12 '& ,(C$ ge_"cR java –Xms256m –Xmx900m -jar banjo.jar
P2% lMiH&:fgHm 0C#A '(?'1#*%& *, *2% 39_ *, &%* #&'?% # H'('H>H ,0 :fg _" ,0 H%H,-$ 0,*2% %F%1>*',( ,0 "#(7,8 #(? lMiHFYTTHm 0C#A '(?'1#*%& *, *2% 39_ *, &%* #&'?% # H#F'H>H ,0 YTT _" ,0 H%H,-$; P2% ?%0#>C* 4#C>%& #-% :H #(? geH -%&N%1*'4%C$8 &, '0 $,> 12#(A% lMiH&m *, 6% A-%#*%- *2#( geH8 $,> H>&* #C&, &N%1'0$ lMiHFm *, 6% A-%#*%- *2#( geH; P, 2%CN $,> 0'(? # >&%#6C% 4#C>% 0,- *2% iHF &%**'(A8 "#(7, : N-,4'?%& # (%+ &%**'(A 1#CC%? *#(3A!MJ,"8/MF$98 *2#* N-,4'?%& # 4'%+ #* '*& H%H,-$ >&%; `2%( '*& 4#C>% '& &%* *, l$%&m8 # H%H,-$ l&(#N&2,*l '& ?'&NC#$%? #* 4#-',>& '(*%-4#C& ?>-'(A # &%#-128 *2>& %(#6C'(A &,H% 1,#-&% H,('*,-'(A8 #(? # 6#&'& 0,- *>('(A *2% H%H,-$ N#-#H%*%-&;
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V#-#H%*%-& Z *, ^ #-% '(*-'(&'1 *, *2% N-,6C%H #* 2#(?8 #(? C'.%C$ (,* #?7>&*#6C% b%F1%N* H#$6% 0,- %FN%-'H%(*#*',( +'*2 *2% H#F'H>H _#-.,4 C#Ac; V#-#H%*%-& e #(? f 1#( 6% &,H%+2#* #* *2% >&%-n& ?'&1-%*',(8 #(? &2,>C? 6% 12,&%( 1#-%0>CC$ '0 *2% N-,6C%H #* 2#(? N,&%& C#-A% H%H,-$ -%S>'-%H%(*&; V#-#H%*%-& g #(? [8 ,( *2% ,*2%- 2#(?8 #-% %(*'-%C$ lN-,A-#HM'(*%-(#Cm &%**'(A& *2#* 1#( 6% 12,&%( #* ,>- ?'&1-%*',(; P2%-% '& # 1#4%#*8 2,+%4%-R '*& 4#C>%& (,* ,(C$ #00%1* H%H,-$ >&%8 6>* *2%$ #C&, 2#4% # 2>A% '(0C>%(1% ,( N%-0,-H#(1%; /( %&&%(1%8 *2% H,-% H%H,-$ +% 1#( #CC,+ 0,- N#-#H%*%- g #(? [8 *2% 0#&*%- *2% &%#-12 ->(&; X,(&%S>%(*C$8 '* N#$& ?'4'?%(?& *, %F#H'(% *2% >&%? H%H,-$ 1C,&%C$ #(? #?7>&* *2% 0#&*X#12% C%4%C *, *2% C#-A%&* 4#C>% *2#* '& &*'CC 0%#&'6C% +'*2,>* ->(('(A ,>* ,0 H%H,-$;
P, 0#1'C'*#*% %#&'%- 1,(*-,C ,4%- *2% H#'( N#-#H%*%-& *2#* 1,(*-,C '*& H%H,-$ >&%8 "#(7, : %(#6C%& ?'-%1* #11%&& *, *2% '(*%-(#C 1#12% &%**'(A& *2#* #-% >&%? *, &*,-% 1,HN>*%? -%&>C*& bH#'(C$8 #C-%#?$ 1,HN>*%? (,?% &1,-%& 0,- *2% "?% H%*-'1c8 4'# *2% +(,P!'., &%**'(A; \&N%1'#CC$ *2% &,M1#CC%? l0#&*X#12%m C%4%C& b&%% 6%C,+c 0,- *2'& &%**'(A '(1-%#&% *2% #H,>(* ,0 H%H,-$ #CC,1#*%? 6$ "#(7, b#(? 6%'(A +,-&* 0,- N-,6C%H& +'*2 C#-A% (>H6%- ,0 4#-'#6C%&c; 5( *2% ,*2%2#(? *2% 0#&*X#12% #C&, '(1-%#&%& *2% ,4%-#CC N%-0,-H#(1% ,0 "#(7,8 '( *%-H& ,0 *2% (>H6%- ,0 (%*+,-.& *2#* "#(7, 1#( 4'&'* ?>-'(A # A'4%( *'H%; B,H%*'H%& %FN%-'H%(*#*',( '& *2% ,(C$ +#$ 0,- 0'(?'(A *2% -'A2* 6#C#(1% 6%*+%%( H%H,-$ >&% #(? &%#-12 N%-0,-H#(1%; P2% 4#C>%& 0,- *2% +(,P!'., &%**'(A #-%
l(,(%mR P2'& ?'C%& #($ >&% ,0 *2% (,?% &1,-% 1#12%; l6#&'1mR P2'& %(#6C%& *2% >&% ,0 # 6#&'1 2#&2M6#&%? 1#12%8 +2%-% *2% #4#'C#6C% #H,>(* ,0 H%H,-$ '& >&%? 0,- &*,-'(A *2% (,?% &1,-% #(? '?%(*'0$'(A '(0, b';%;8 '*& N#-%(*& 1,(0'A>-#*',(c; ),*% *2#* *2'& 1#12% '& 3#4#M&$&*%H 1,(*-,CC%? b';%;8 *2% 9_ >&%& +2#*%4%#H,>(* ,0 0-%% H%H,-$ '* 2#& #4#'C#6C%c
p. 58
P2% -%H#'('(A +(,P!'., ,N*',(& *#.% #?4#(*#A% ,0 # &N%1'#C 1#12% *2#* '& 6>'C* #-,>(? *2% >&% ,0 #--#$& 0,- N#-%(* 1,(0'A>-#*',(& ,0 # 0'F%? N#-%(* 1,>(* b1>--%(*C$ 'HNC%H%(*%? #-% T8 Z8 #(? : N#-%(*&cR
l0#&*X#12%TmR X#12%& #CC (,?% &1,-%& +2%( %#12 (,?% 2#& (, N#-%(*&; l0#&*X#12%ZmR X#12%& #CC (,?% &1,-%& +2%( %#12 (,?% 2#& Z ,- (, N#-%(*&; l0#&*X#12%:mR X#12%& #CC (,?% &1,-%& +2%( %#12 (,?% 2#& :8 Z ,- (, N#-%(*&;
564',>&C$8 *2% 2'A2%- *2% 0#&*X#12% (>H6%-8 *2% C#-A%- '& *2% H%H,-$ -%S>'-%H%(*; /( N#-*'1>C#-8 *2% 1>6'1 ,-?%- ,0 *2% %(*'-% :MN#-%(* &%* C%#?& *, 2>A% H%H,-$ -%S>%&*&8 +2'12 ,( &*#(?#-? ?%&.*,N H#12'(%& 1#( ,(C$ 6% %FN%1*%? *, &>11%%? +2%( *2% 4#-'#6C% 1,>(* '& -%C#*'4%C$ &H#CC b}ZTT ,- &,c; `2%( %F#H'('(A (%*+,-.& +'*2 2>(?-%?& ,- %4%( *2,>(?& ,0 4#-'#6C%&8 +'CC C'.%C$ 2#4% 12,,&% # C,+%4#C>%; ),*%,0*2#* +'*2 *2%+'*2 1,HN#1* N#-%(* &%* ,(% 'HNC%H%(*#*',(& '( *, "#(7, :8 *2% *,*#C 0#&*X#12% H%H,-$ -%S>'-%H%(* # N-,6C%H :fTT 4#-'#6C%&8 :fTT ,6&%-4#*',(&8 H'(; _#-.,4 C#A J H#F; _#-.,4 C#A8 #(? 0#&*X#12%Z +'CC (,+ 0'* '(*, fTT _"; ),*% *2#* *2% (%+ 1,HN#1* ,6&%-4#*',(& 'HNC%H%(*#*',( '& *2% ?%0#>C* '( "#(7, :d *2% ,C?%'HNC%H%(*#*',( '& &*'CC #4#'C#6C%8 6>* ,(C$ &%C%1*#6C% 4'# 1,(&*#(*& '( *2% 1,?%; `2%( H,('*,-'(A "#(7,n& H%H,-$ >&%8 ,(% &2,>C? .(,+ *2#* *2% #1*>#C H%H,-$ -%S>'-%H%(*& ?>-'(A *2% '('*'#C &%*>N #-% #6,>* ZTM:T• #6,4% +2#* +'CC 6% ?'&NC#$%? #* *2% 0'-&* 0%%?6#1. b';%;8 *2% H%H,-$ 0%%?6#1. -'A2* #0*%- *2% '('*'#C &%**'(A& #-% &2,+(c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
\;"5 '- !"#$% T1#( %15 %- N+/%.6 H+)) '#5% " M+".*;] /( #??'*',( *, ?'&NC#$'(A '*& H%H,-$ >A%8 "#(7, : 'HNC%H%(*& # A-#1%0>C %F'* +2%( '* ->(& ,>* ,0 H%H,-$R %4%( *2,>A2 "#(7, 1#((,* 1,(*'(>% *2% %F%1>*',( ,0 # &%#-128 '* N-'(*& #( %--,H%&A%8 #(? #CC *2% -%&>C*& ,6*#'(%? &, 0#-8 *2%( +-'*%& *2% ,6*#'(%? -%&>C*& *, *2% -%N,-* 0'C%; [Unrecoverable runtime error: out of memory] Banjo's memory requirements during the search execution exceeded its maximum alloted memory of 500 mb. Although the search cannot be continued, Banjo will try to display as much information as possible about the obtained results. In addition, Banjo will attempt to complete as many post-processing options as possible. ----------------------------------------------------------------------------- Best 84 non-equivalent Structures ----------------------------------------------------------------------------Network #1, score: -8835.06, first found at iteration 11992 … (listing of best networks displayed here) ----------------------------------------------------------------------------- Search Statistics ----------------------------------------------------------------------------… (search statistics displayed here)
p. 59
Statistics collected in searcher 'SearcherSimAnneal': ----------------------------------------------------------------------------ERROR DETAILS ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-06 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo static example - User: demo - Dataset: 33-vars-320-obse rvations - Notes: static bayesian network inference ----------------------------------------------------------------------------[ERROR: Banjo 2, 10/10/06 9:55:21 AM] The info below has been gathered by the application: Out of memory in (SearcherSimAnneal$LocalSearchExecuter.executeSearch) ----------------------------------------------------------------------------End of error notification -----------------------------------------------------------------------------
`% %FN%1* *2#* *2'& 0%#*>-% +'CC C'.%C$ ,(C$ 1,H% '(*, NC#$ +2%( *2% ("%&*)%*+,-.& &%**'(A '& &%* *, # b4%-$ C#-A%c (>H6%-8 6%1#>&% '( *2'& 1#&% *2% &*,-#A% #-%# 0,- *2% *,N &1,-'(A (%*+,-.& 1#( '(1-%#&% &>6&*#(*'#CC$ #& *2% &%#-12 N-,A-%&&%&; O,- #CC ,*2%- &%#-12%&8 *2% N%#. H%H,-$ '& >&>#CC$ %(1,>(*%-%? ?>-'(A &%*>N8 +2'C% C,#?'(A *2% ,6&%-4#*',(&; P2% H%H,-$ -%S>'-%H%(*& ?>-'(A *2% &>6&%S>%(* &%#-12 #-% C,+%- 6$ H,-% *2#( ZT•8 #(? ,(C$ 0C>1*>#*% &C'A2*C$;
X-#&2 +'*2 lB$&*%Hm \--,- _%&A% P2'& 1#( 6% # ('A2*H#-% N-,6C%H '0 $,> #-% (,* 0#H'C'#- +'*2 H,?'0$'(A 3#4# 1,?%8 #(? "#(7, S>'*& ,( $,> >(%FN%1*%?C$R #($ %--,- C'.% *2'& '& +2#*n& A%(%-#CC$ -%0%--%? *, #& # &,0*+#-% 6>A; G%-% '& # l*$N'1#Cm %F#HNC% b*$N'1#C ,0 6>A&8 6>* 2,N%0>CC$ (,* *$N'1#C 0,- "#(7,cR B>NN,&% *2% #NNC'1#*',( # ?'4'&',(H%12#('&H 6$ D%-, &,H%+2%-% '( '*& 1,?%8 *2% %--,- H%&A% +,>C? 6% 0,-+#-?%? 6$#**%HN*%? *2% %--,- 2#(?C'(A '( *2'& +#$R ----------------------------------------------------------------------------ERROR DETAILS ----------------------------------------------------------------------------- Banjo Bayesian Network Inference with Java Objects - Release 2.0 1 Apr 2007 - Licensed from Duke University - Copyright (c) 2005-06 by Alexander J. Hartemink - All rights reserved ----------------------------------------------------------------------------- Project: banjo static example - User: demo - Dataset: 33-vars-320-obse rvations - Notes: static bayesian network inference ----------------------------------------------------------------------------[ERROR: Banjo 2, 10/10/06 9:42:26 AM] Execution has stopped due to the following exception: 'java.lang.ArithmeticException: / by zero' ----------------------------------------------------------------------------End of error notification -----------------------------------------------------------------------------
P, A%* #??'*',(#C '(0,-H#*',( #6,>* *2% C,1#*',( ,0 *2% %--,-8 +% 1#( &%* *2% ,N*',(#C "#(7, : &%**'(A l?'&NC#$W%6>A/(0,m *, *2% 4#C>% l&*#1.*-#1%mR
p. 60
[Banjo 2] Execution has stopped due to the following exception: 'java.lang.ArithmeticException: / by zero' java.lang.ArithmeticException: / by zero at edu.duke.cs.bayes.structures.BayesNetManager.(BayesNetManager.java:121) at edu.duke.cs.bayes.learner.SearcherSimAnneal.(SearcherSimAnneal.java:338) at edu.duke.cs.bayes.application.Banjo.runSearch(CommandLine.java:65) at edu.duke.cs.bayes.application.Banjo.main(CommandLine.java:198)
),*% *2#* *2% H%&A% '*&%C0 H#$ 6% H>12 H,-% ?%*#'C%?8 &'(1% H,&* 1,?% &%1*',(& '( "#(7, #-% ?%&'A(%? *, *-#N N,&&'6C% %F1%N*',(&8 #(? &>NNC$ &,H% '(0,-H#*'4% 0%%?6#1.; P2'& 0%%?6#1. +'CC 2,N%0>CC$ %(#6C% *2% ?%4%C,N%- *, C,1#*% #(? 0'F *2% N-,6C%H H,-% %#&'C$;
B>6H'**'(A #( \--,- I%N,-* G,N%0>CC$ $,> +'CC (%4%- &%% *2% #6,4% H%&A%8 ,- #($ ,*2%- %--,- H%&A% ?>% *, #( '(*%-(#C N-,6C%H +'*2 *2% "#(7, 1,?%; G,+%4%-8 %4%( *2% 6%&* 1,?'(A N-#1*'1%& #(? *%&*'(A N-,1%?>-%& &,H%*'H%& C%* # l6>Am &C'N *2-,>A2; /0 $,> %(1,>(*%- #( %--,- '( *2% "#(7, 1,?%8 +% #&. $,> *, -%N,-* '*8 #(? +% +'CC *-$ *, 0'F '* #& &,,( #& N,&&'6C%; G,+%4%-8 *, ?, &, +% +'CC (%%? $,>- 2%CN s H,&* 'HN,-*#(*C$8 +% (%%? #& H>12 '(0,-H#*',( #6,>* *2% '&&>% #& N,&&'6C%R Z; `% #&. *2#* $,> %H#'C >& # 1,N$ ,0 *2% +..%. /+((":+ #C,(A +'*2 # ?%*#'C%? ?%&1-'N*',( ,0 *2% N-,6C%H b&%% : 6%C,+c8 $,>- (+55'#:( -')+8 $,>- ,"5" -')+^(_8 #(? $,>- .+(1)5 -')+ *, ,>- 1,(*#1* #??-%&& b3@-A%( BC#?%1D%.8 %H#'CR 27&b#*c1&;?>.%;%?>c; P2'& '(0,-H#*',( +'CC b2,N%0>CC$c %(#6C% >& *, -%1-%#*% #(? S>'1.C$ 1,--%1* *2% 6>A; :; VC%#&% '(1C>?% #($ #??'*',(#C '(0,-H#*',( *2#* $,> H#$ .(,+ #6,>* *2% N-,6C%HR '& '* -%N%#*#6C%o W,%& '* ,(C$ &2,+ >N +'*2 1%-*#'( ?#*# ,- &%**'(A&8 #(? (,* +'*2 ,*2%-& s #0*%- +2#* 12#(A% ?'? '* 0'-&* ,11>-o W'? '* #NN%#- #0*%- $,> 7>&* >NA-#?%? *, # (%+ 4%-&',( ,0 "#(7,8 # (%+ 3#4# 9_8 %*1o W'? $,> ->( *2% 7#- 0'C% ,- +'*2'( #( /W\o `2#* 4%-&',( ,0 3#4# #-% $,> >&'(Ao
p. 61
ENN%(?'F E O'C% O,-H#*& PD"/9)+ %- " N'#'/") M+55'#:( I')+ "#(7, : 'HNC%H%(*& *->C$ &N%1'0'%? ,N*',(#C &%**'(A&8 '( *2%(%%? &%(&%*,*2#* &%**'(A& *2#*&%**'(A& #-% (,* 0'C% >&%?8 ,- *2#* 1#( ?%0#>C* *, '(*%-(#CC$ 4#C>%&8 ?,(n* 6% N#-* ,0 *2% #($H,-%; P2'& C%#?& *, 4%-$ 1,HN#1* &%**'(A 0'C%&; P2% 0,CC,+'(A '& # HNC% &%**'(A& 0'C% *2#* 1,(*#'(& ,(C$ *2% H'('H#C &%* ,0 &%**'(A& *2#* (%%? *, 6% &N%1'0'%? 0,- %F%1>*'(A "#(7, :; ###------------------------------------------------### Input parameter settings file for ### ### BA Bayesian ### N Network Inference ### J with Java ### O Objects ### ### Banjo is licensed from Duke University. ### Copyright (c) 2005-06 by Alexander J. Hartemink. ### All rights reserved. ### ### Settings file consistent with version 2.0 ###------------------------------------------------###------------------------------------------------### Search component specifications ###------------------------------------------------searcherChoice =
SimAnneal
###------------------------------------------------### Input and output locations ###------------------------------------------------inputDirectory = observationsFi le = outputDirector y = reportFile =
data/static/input static.data.txt data/static/output static.report.@t [email protected]
###------------------------------------------------### We require this only to validate the input ###------------------------------------------------variableCount =
33
###------------------------------------------------### Network structure properties ###------------------------------------------------minMarkovLag = maxMarkovLag = equivalentSampleSize =
0 0 1.0
###------------------------------------------------### Stopping criteria ###------------------------------------------------maxTime =
10 h
p. 62
E0*%- -%H,4'(A #CC 1,HH%(*&8 *2% H'('H#C &%**'(A& 0'C% 6%1,H%&R searcherChoice =
SimAnneal
inputDirectory = observationsFi le = outputDirector y = reportFile =
data/static/input static.data.txt data/static/output static.report.t xt
variableCount =
33
minMarkovLag = maxMarkovLag = equivalentSampleSize =
0 0 1.0
maxTime =
10 h
PD"/9)+ %- " 8%/9.+;+#('4+ M+55'#:( I')+ P2% 0,CC,+'(A &%**'(A 0'C% C'&*& #CC #4#'C#6C% &%**'(A& 0,- "#(7, :; ),*% *2#* +2%( &%**'(A& ?,(n* #NNC$8 *2%$ #-% &'HNC$ 'A(,-%?; ###------------------------------------------------### Input parameter settings file for ### ### BA Bayesian ### N Network Inference ### J with Java ### O Objects ### ### Banjo is licensed from Duke University. ### Copyright (c) 2005-06 by Alexander J. Hartemink. ### All rights reserved. ### ### Settings file consistent with version 2.0 ###------------------------------------------------###------------------------------------------------### Project information ###------------------------------------------------project = user = dataset = notes =
banjo static example demo 33-vars-320-obse rvations static bayesian network inference
###------------------------------------------------### Search component specifications ###------------------------------------------------searcherChoice = proposerChoice = evaluatorChoic e = deciderChoice =
SimAnneal RandomLocalMove default default
###------------------------------------------------### Input and output locations ###------------------------------------------------inputDirectory = observationsFi le = outputDirector y = reportFile =
data/static/input static.data.txt data/static/output static.report.t xt
###------------------------------------------------### We require this only to validate the input ###------------------------------------------------variableCount =
33
p. 63
variablesAreInRows = observationCount = ###------------------------------------------------### Pre-processing options ###------------------------------------------------discretization Policy = discretizationExceptions = createDiscreti zationReport =
none withMappedValues
###------------------------------------------------### Network structure properties ###------------------------------------------------minMarkovLag = maxMarkovLag = dbnMandatoryId entityLags = equivalentSampleSize = maxParentCount = defaultMaxPare ntCount =
0 0 0 1.0 5 8
###------------------------------------------------### Network structure properties, optional ###------------------------------------------------initialStructureFile = mustBePresentE dgesFile = mustNotBePresentEdgesFile =
static.mandator y.str
###------------------------------------------------### Stopping criteria ###------------------------------------------------maxTime = maxProposedNetworks = maxRestarts = minNetworksBef oreChecking =
1:00 1000
###------------------------------------------------### Search monitoring properties ###------------------------------------------------nBestNetworks = 5 nbestNetworksA re = nonIdenticalTh enPruned numberOfInterm ediateProgressReports = 10 writeToFileInt erval = 0 ###------------------------------------------------### Parameters used by specific search methods ###------------------------------------------------### For simulated annealing: initialTempera ture = coolingFactor = reannealingTem perature = maxAcceptedNet worksBeforeCoolin g = maxProposedNet worksBeforeCoolin g = minAcceptedNet worksBeforeReanne aling = ### For greedy: minProposedNet worksAfterHighSco re = minProposedNet worksBeforeRestar t = maxProposedNet worksBeforeRestar t = restartWithRan domNetwork = maxParentCount ForRestart =
1000 0.9 500 1000 10000 200 1000 3000 5000 yes 3
###------------------------------------------------### Command line user interface options ###------------------------------------------------askToVerifySet tings =
no
###------------------------------------------------### Post-processing options ###-------------------------------------------------
p. 64
createDotOutpu t = yes computeInfluen ceScores = yes computeConsens usGraph = yes createConsensu sGraphAsHtml = yes dotGraphicsFor mat = jpg dotFileExtensi on = txt htmlFileExtens ion = html fullPathToDotExecutable = C:/Program Files/ATT/Graphviz/bin/dot.exe variableNames = (whitespace-delimited list of labels for the variables) fileNameForTopGraph = top.graph.@times tamp@ fileNameForCon sensusGraph = consensus.graph .@TS@ timeStampForma t = yyyy.MM.dd.HH. mm.ss ###------------------------------------------------### Memory management and performance options ###------------------------------------------------precomputeLogG amma = useCache =
no fastLevel2
###------------------------------------------------### Misc. options ###------------------------------------------------displayMemoryI nfo = displayStructu res = displayDebugIn fo =
yes yes stackTrace
ZB(+.4"5'%#( I')+ PD"/9)+ P2% 0,CC,+'(A '& # HNC% 0'C% ,0 ,6&%-4#*',(&8 6#&%? ,( :T 4#-'#6C%&8 #(? 4#C>%& ,0 T8 Z8 :8 #(? ^ 0,- %#12 4#-'#6C%; /(?'4'?>#C 4#C>%& #-% &%N#-#*%? 6$ *#6&;
1 0 3 2
3 3 0 3
2 1 0 3
# # this line describes the variable mapping: # var 1 = X, var 2 = Y, ... # 2 3 3 3 0 1 1 3 2 3 3 2 3 2 1 1 2 1 1 2 3 2 3 2 2 1 3 3 2 3 3 0 1 3 2 2 2 1 2 2 1 3 1 2 2 3 3 0 1 3 2 2 3 3 3 1 0 0 3 2
2 3 1 3
2 3 2 3
3 1
1 2
(... more observations omitted) 3 3
3 3
1 3
2 3
3 3
2 2
1 0
3 1
2 3
3 1
2 3
1 3
2 3
2 3
3 1
3 2
3 3
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p. 65
33 0 0 1 1 2 1 3 4 4 1 5 1 6 0 7 1 8 1 9 1 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
# # # # # 7 20 5 9 17 22 26 27
1 1 1 1 1 1 1 2 1 1 1 1 0 1 1 1 1 0 1 1 1 1 0
Header info about a structure file for a static network (Banjo 2 format) number of variables in data set
#
“Expert knowledge”: node has several parents
5 9 4 30 9 5 5 4 17 25 1 2 30 22 8 9 17 5 20 28 #
Maybe another comment for variable 27?
7 13 0 29
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0 0 0 0 0
# # # #
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2 0 7 1 1 3 0 1 2 2 2 3 2 1 4
p. 66
# comment 1
5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
0: 0: 0: 0: 0: 0: 0: 0: 0: 0: 0: 0: 0: 0: 0:
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1: 1:
2 1 2 2 3 3 2 1 1 1 1 1 1 1 1
4 5 6 3 7 3 8 5 6 9 8 9 10 10 11 12 13 14 15 16 17 18 19
# comment 2
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1.0 no askToVerifySettings > < bestNetworksAre >nonidentical bestNetworksAre > no computeConsensusGraph > no 0.7 coolingFactor> … static.xml xmlReportFile > all xmlSettingsToExport > -8456.2484 networkScore > >
p. 67
30 1 0 31 1 13 32 1 13 … (remaining n-best networks) -8466.0800 33 0 2 8 21 1 1 14 … 30 1 8 31 1 5 32 1 13
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p. 79
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p. 80
/(?%F Banjo Core components ................................................... 5 Core objects ......................................................... 24 Executing ............................................................... 7 Explanation of components ................................. 23 Using Compute Cluster ......................................... 9 Using in Matlab ................................................... 47 Using Multiple Threads ......................................... 8 Banjo Files banjo.jar ................................................................. 7 Download ............. ............... .............. .............. ...... 6 LICENSE ............. .............. .............. ............. ......... 7 README .......................... .............. .............. ........ 6 Testing the installed files ....................................... 7 Bayesian Network Dynamic .............................................................. 16 Searching for static .............................................. 11 Bayesian Networks Finding non-equivalent ........................................ 45 Cache Basic .............. .............. .............. ............. ............. 77 FastLevel0 ........................................................... 77 FastLevel1 ........................................................... 77 FastLevel2 ........................................................... 77 None .............. ............... .............. .............. ........... 77 Compute cluster ......................................................... 9 Consensus Graph .....................................................43 Cycle checker default .................................................................. 77 dfs .............. .............. .............. .............. ............... .77 dfsOrig .............. .............. .............. ............... ........ 77 dfsWithShmueli ................................................... 77 Cycle Checker ......................................................... 25 Data File Using variableNames ........................................... 10 Data Formats Observations ........................................................ 10 Using variablesAreInRows .................................. 10 Decider Metropolis............................................................ 70 Decider ............. .............. .............. .............. ............. 26 default settings ..................................................... 70 Greedy ................................................................. 70 Discretization ........................................................... 30 Settings ................................................................ 13 Discretization Policy i (interval) ............................................................ 70 q (quantile) .......................................................... 70
p. 81
Discretization Report no .............. .............. .............. .............. .............. ... 71 standard ............................................................... 71 withMappedAndOriginalValues.......................... 71 withMappedValues .............................................. 71 Distributed search ...................................................... 9 Equivalence Checker ............................................... 26 Performance considerations .................................45 Error ‘System’ crash ..................................................... 60 Cycle in mandatory edges file ............................. 56 Data of unexpected type ...................................... 54 Developer-related ................................................ 56 Display debug info .............................................. 57 Insufficient memory ............................................ 57 Invalid setting choice ...........................................53 Missing value of required setting ........................ 54 parameters affecting memory use ........................ 57 Rule violation ...................................................... 54 Submitting a report .............................................. 61 Value out of accepted range ................................ 54 When ‘expected’ .................................................. 55 When ‘unexpected’ .............................................. 56 Error Reporting ........................................................ 51 Errors and warnings ........................................................ 55 During post-processing ........................................ 55 Evaluator default setting ...................................................... 69 Evaluator ................................................................. 25 BDe ............. .............. .............. .............. .............. .69 Experimenting with Cache ............. ............. .............. .............. ............. 33 Comparing searchers ........................................... 36 Cycle checking .................................................... 37 Discretization....................................................... 32 Equivalence checking .......................................... 37 MaxParentCount .................................................. 33 precomputeLogGamma ....................................... 33 File Formats Observations file .................................................. 65 Settings file .......................................................... 62 Getting Started ........................................................... 6 Graph dot output ............................................................. 41 Generating with dot ............. .............. ............... ...39 GraphViz library ...................................................... 39 Influence Scores ...................................................... 42
Memory First things to check.............................................57 Parameters affecting ............................................57 Running out of .....................................................57 N-best networks nonEquivalent ...................................................... 72 nonIdenticalThenPruned...................................... 72 N-best networks nonIdentical ......................................................... 72 Observations Combining multiple files ..................................... 51 File Format .......................................................... 65 Row vs column format ........................................ 51 Using variable names........................................... 52 Options Accessing via code changes ................................ 50 Post-processing .................................................... 39 Output Discretization report ............................................ 13 Explanation .......................................................... 15 Explanation for dynamic network ....................... 21 Graph represetation ............................................. 16 Graphic representation......................................... 22 Memory info ........................................................ 49 Results for dynamic network ............................... 18 Sample for static network .................................... 12 Search results ....................................................... 14 Unique file names ................................................ 50 Using time stamps ............................................... 49 Proposer .............. .............. .............. .............. ........... 25 AllLocalMoves .................................................... 69 default setting ...................................................... 69 RandomLocalMove ............................................. 69 Requirements ............................................................. 6 Results Explanation .......................................................... 15 Explanation for dynamic network ....................... 21 file output in XML format ................................... 67 Search Setting up ............................................................. 28 Tuning memory use ............................................. 28 Tuning performance ............................................ 29 Searcher ................................................................... 24 default setting ...................................................... 69 Greedy ................................................................. 69 SimAnneal ........................................................... 69 Skip ...................................................................... 69 Searching Feedback .............................................................. 11 Setting askToVerifySettings ............................................ 74 computeConsensusGraph .................................... 75 computeInfluenceScores...................................... 75 coolingFactor .......................................................73 createConsensusGraphAsHtml ............................ 75
p. 82
createDiscretizationReport ..................................71 createDotOutput .................................................. 74 cycleCheckerChoice ............................................ 77 dataset ..................................................................69 dbnMandatoryIdentityLags .................................71 deciderChoice ...................................................... 70 defaultMaxParentCount....................................... 71 discretizationExceptions...................................... 70 discretizationPolicy ............................................. 70 displayDebugInfo ................................................ 77 displayMemoryInfo .............................................77 displayStructures ................................................. 77 dotFileExtension .................................................. 74 dotGraphicsFormat .............................................. 74 equivalentSampleSize.......................................... 71 evalutatorChoice .................................................. 69 fileNameForConsensusGraph.............................. 75 fileNameForTopGraph ........................................ 75 fileNamePrefixForThreads ..................................78 fileReportingInterval ...........................................73 fullPathToDotExecutable .................................... 74 htmlFileExtension................................................ 75 initialStructureFile ............................................... 71 initialTemperature ............................................... 73 inputDirectory.............. .............. .............. ............ 70 maxAcceptedNetworksBeforeCooling ................ 73 maxMarkovLag ................................................... 71 maxParentCount .................................................. 71 maxParentCountForRestart ................................. 74 maxProposedNetworks ........................................ 72 maxProposedNetworksBeforeCooling ................ 73 maxProposedNetworksBeforeRestart.................. 74 maxRestarts ......................................................... 72 maxTime .............................................................. 72 minAcceptedNetworksBeforeReanneal............... 73 minMarkovLag .................................................... 71 minNetworksBeforeChecking ............................. 72 minProposedNetworksAfterHighScore ...............73 minProposedNetworksBeforeRestart .................. 74 mustBePresentEdgesFile ..................................... 71 mustNotBePresentEdgesFile ............................... 72 nBestNetworks .................................................... 72 nBestNetworksAre .............................................. 72 notes.............. .............. .............. .............. ............. 69 observationsFile................................................... 70 outputDirectory.................................................... 70 precomputeLogGamma ....................................... 77 project .................................................................. 69 proposerChoice .................................................... 69 reannealingTemperature ...................................... 73 reportFile ............................................................. 70 restartWithRandomNetwork................................ 74 screenReportingInterval ...................................... 73 searcherChoice .................................................... 69 testMode .............................................................. 78
threads .......................... .............. .............. ........... 77 timeStampFormat ................................................ 77 useCache .............................................................. 77 user .............. .............. .............. .............. .............. 69 variableCount ...................................................... 70 variableNames ..................................................... 75 variablesAreInRows ............................................ 70 XMLinputDirectory............................................. 76 XMLinputFiles .................................................... 76 XMLoutputDirectory ........................................... 76 XMLreportFile .................................................... 76 XMLsettingsToExport ......................................... 76 Setting value AllLocalMoves .................................................... 69 Basic .................................................................... 77 BDe ............. .............. .............. ............. .............. ..69 default for cycle checker...................................... 77 default for evaluator ............................................ 69 default for proposer ............................................. 69 default for searcher .............................................. 69 defaults for decider .............................................. 70 dfs .............. .............. .............. .............. ............... .77 dfsOrig .............. .............. .............. ............... ........ 77 dfsWithShmueli ................................................... 77 FastLevel0 ........................................................... 77 FastLevel1 ........................................................... 77 FastLevel2 ........................................................... 77 Greedy (decider) .................................................. 70 Greedy (searcher) ................................................ 69 i (interval) ............................................................ 70 inFile (specifying variableNames) ....................... 11 infile (variableNames) ......................................... 52 Metropolis............................................................ 70
p. 83
None ............... .............. .............. .............. ........... 77 nonEquivalent ...................................................... 72 nonIdentical ......................................................... 72 nonIdenticalThenPruned.............. .............. .......... 72 q (quantile) .......................................................... 70 RandomLocalMove ............................................. 69 SimAnneal ........................................................... 69 Skip.............. .............. .............. .............. .............. 69 stackTrace ............................................................ 57 time format .......................................................... 72 Settings Component options .............................................. 27 Discretization....................................................... 30 Display debug info .............................................. 57 File format ........................................................... 62 Missing or invalid parameter ............................... 53 Names and values ................................................ 69 Using variableNames ........................................... 10 Using variableNames ........................................... 52 Using variablesAreInRows .................................. 10 Using XMLinputDirectory .................................. 10 using XMLinputFiles ........................................... 10 Using XMLoutputDirectory .................................. 9 Using XMLreportFile ............................................ 9 Using XMLsettingsToExport ................................ 9 Structure File File format, dynamic ............................................ 66 File format, static ................................................. 65 Threads ............. .............. .............. .............. .............. .8 Time Stamps ............................................................ 49 XML format sample output file ................................................ 67