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USULAN PENELITIAN
PENERAPAN PENERAPAN ALGORITMA PARTITIONING PARTITIONING AROUND MEDOIDS (PAM) CLUSTERING UNTUK MELIHAT GAMBARAN UMUM SKRIPSI MAHASISWA
Oleh :
1. 2. 3. 3. .
Drs. Eri Eri Zuliarso Zuliarso,, M.Kom M.Kom / 062311 0623116801 6801 (Ketua) (Ketua) Isoro !u"roho, !u"roho, #E., M.Kom M.Kom / 060602$%01 (&'""ota) i'a a'*ra !oor #a'ti, #.+*, M.Kom / 0620102 0620102 (&'""ota) (&'""ota) Muhama* #-ariu*i' / 11.01.$3.00 11.01.$3.00 (Mahasisa) (Mahasisa) Khoirul &'ar / / 11.01.$$.0132 11.01.$$.0132 (Mahasisa)
FAKULT FAKULTAS AS TEKNOLOGI TEKNO LOGI INFORMASI INFORMA SI UNIVERSITAS UNIVERSITAS STIKUBANK (UNISBANK) SEMARANG JUNI 2016
i
HALAMAN PENGESAHAN USULAN PENELITIAN 1. u*ul +e'elitia'
:
2. e'is +e'elitia' 3. a. i*a'" +e'elitia' 7. Kelomo5 . a. a. u u9ua' #o #osial E5 E5o'omi
: : : :
7. Kelomo5 3. Ketua +ela5sa'a a. !ama ;e'"5a 7. e'is Kelami' . !ID! *. Disili' Ilmu e. +a'"5at/olo'"a' . a7ata' =u'"sio'al ". =a5ultas/+ro*i h. &lamat Kamus i. elo'/=a5s/E
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$. 6. .
5. elo'/=a5s/E
+e'eraa' &l"oritma +artitio'i'" &rou'* Me*oi*s (+am) lusteri'" 4'tu5 Melihat am7ara' 4mum #5risi Mahasisa
+e'elitia' eraa' E'"i'eeri'" a'* eh'olo"2.18 / I'ormatio' eh'olo"eh'olo"&*a'eme't o o !a !atural sie'es,teh'olo"-, sie'es,teh'olo"-, a'*e'"i'eeri'" : 20.0$ / I'ormatio',omuter I'ormatio',omuter a'* ommu'iatio' teh'olo"ies : : : : : : : : :
Dr. Drs. Eri Zuliarso, M. Kom. ;a5i
u'is7a'5.a.i* : l. +ua'" +ermai III/2 +erum'as +ua'" a*i'", Mra'""e', Dema5 : 08$8606108 08$8606108 : 1 ora'" : Isoro !u"roho, !u"roho, #E., M.Kom. M.Kom. : i'a a'*ra a'*ra !oor #a'ti, #a'ti, #.+*, #.+*, M.Kom : 2 Ora'" : 4' 4'iersitas #ti5u7a'5 #emara'" : 3 7ula 7ula' ' (1 u' u'i 2016 2016 ? 30 &"ust "ustu us 2016) 016) : . 3.000.000,< ( tiga juta rupiah) rupiah ) #emara'", 1$ u'i 2016
Me'"etahui, De5a' =a5ultas e5'olo"i e5'olo"i I'ormasi
Ketua +ela5sa'a,
( Dr. Drs. @oha'es #uhari, M.M#I)
(Dr. Eri Zuliarso, M. Kom.)
ii
!ID! : 0620106$02
!ID! : 06102301 Me'-etu9ui, Ketua ;++M 4'is7a'5
( Dr. E'*a'" 9ah9a'i'"sih, #E., M.Kom ) !ID! : 06220$6601
iii
I* JUDUL PENELITIAN
+e'eraa' &l"oritma +artitio'i'" &rou'* Me*oi*s (+am) lusteri'"
4'tu5
Melihat
am7ara'
4mum
#5risi
Mahasisa II* PENDAHULUAN
Dalam roses em7ela9ara' ealuasi meme"a'" era'a' -a'" sa'"at e'ti'"'" u'tu5 *aat me'"etahui 5e7erhasila' em7ela9ara'. De'"a' a*a'-a ealuasi -a'" me'"am7ar5a' hasil -a'" se7e'ar'-a -a'" telah *iaai sa'"at me'e'tu5a' 7ai5 7uru5'-a em7ela9ara'. e'tu5 i'strume' -a'" *i"u'a5a' *alam ealusi sa'"at 7era"am, salah satu'-a a*alah tes -a'" *i"u'a5a' 7e'tu5 uraia' (essa-) -a'" sa'"at mem7a'tu mahasisa u'tu5 *aat mema5simal5a' se"ala e'"etaua' -a'" *imili5i *alam tulisa' u'tu5 me'9aa7 erta'-aa' -a'" *ia9u5a'. Di7a'*i'" *e'"a' 7e'tu5 lai' (iliha' "a'*a, 7e'ar salah *ll) 7e'tu5 i'i sa'"at le5si7el. #elai'
ertim7a'"a'
*iatas
e'""u'aa'
tes
essa-
harus
memertim7a'"5a' 7er7a"ai hal a'tara lai' : (1) +erta'-aa'/soal -a'" me'"arah a*a mahasisa u'tu5 memerlihat5a' se"e'a e'"uasaa''-a terha*a e'"etahua' -a'" *ierlu5a', (2) +erta'-aa' -a'" su*ah te'tu, -a'" ara ahli asti a5a' setu9u 7aha 9aa7a' seseora'" le7ih 7ai5 *ari -a'" lai', (3) +erta'-aa' -a'" le7ih sesii5, -a'" 7isa *i9aa7 le7ih si'"5at, () Ai'*ari em7eria' erta'-aa' iliha' 5ea*a sisa, 5euali *alam 5ea*aa' 5husus, -a'" mem7uat a*a'-a soal iliha' seerti itu *irasa erlu, ($) 49ilah erta'-aa' -a'" *i7uat, *e'"a' me'ulis5a' 9aa7a' -a'" i*eal u'tu5'-a, (6) ulislah eri'tah/
soal'-a
se5omlit *a'
sesesii5 mu'"5i', ta'a
me'""a'""u tu9ua' e'"u5ura' hasil e'aaia''-a. #etelah memertim7a'"5a' e'ulisa' 7e'tu5 tes ma5a -a'" erlu *ierhati5a' a*ala' e'ilaia' *alam tes Essa-, hal
1
oleh sisa.(3) i5a memu'"5i'5a', me'-em7u'-i5a' *ari e'ilai i*e'titas mahasisa 5eti5a 9aa7a' *i'ilai. () i5a memu'"5i'5a', me'-usu' ti*a5 ter"a'tu'" uruta' e'ilaia' 9aa7a', atau ali'" se*i5it samel mere5a.
II* PERUMUSAN MASALAH
+ermasalaha' *io5us5a' *a' *i7atasi a*a imleme'tasi sistem e'ilaia' esai otomatis *e'"a' me'""u'a5a' ;ate't #ema'ti &'al-sis. +em7ahasa' me'"e'ai ali5asi meliuti al"oritma, ri'si 5er9a, *a' a'alisis 5eeata' sistem.
III* T,#$ d#$ M#$-##. P$&"."#$
u9ua' -a'" i'"i' *iaai *alam e'elitia' i'i a*alah : mera'a'" *a' mela5u5a' imleme'tasi te5'i5 em7o7ota' a*a ali5asi sistem e'ilaia' esai otomatis 7er7ahasa I'*o'esia. Ma'aat -a'" *ihara5a' *ari e'elitia' i'i a*alah memu*ah5a' *ose' me'ilai esai.
IV* TELAAH PUSTAKA /*1* METODEMETODE PENILAIAN JAWABAN ESAI OTOMATIS
.1.1. +E (+ro9et Essa- ra*er) #istem i'i merua5a' sistem e'ilaia' esai -a'" ertama, *i5e'al5a' oleh Ellis +a"e a*a tahu' 1%66 (=oltB,2002). #istem i'i *i5em7a'"5a' 5are'a 7erat'-a 7e7a' e'"a9ar u'tu5 mela5u5a' emeri5saa' esai seara ma'ual *alam a5tu -a'" si'"5at. +emeri5saa' -a'" *ila5u5a' tim e'ilai 7era'""ota 7e7eraa ora'" mu'"5i' me'"alami re"resi *alam 5o'siste'si e'ilaia'. ara 5er9a meto*e i'i *ila5u5a' *e'"a' ara se5umula' tu"as -a'" telah *i'ilai *iam7il se7a"ai samel *a' *i7a'*i'"5a' u'tu5 me'ari 5ara5teristi5 terte'tu. Kemu*ia' eleme'
2
.1.2. E<&E (Eletro'i Essa- ater) #istem i'i *i5em7a'"5a' oleh E# (E*uatio'al esti'" #erie) -a'" telah memulai riset *i 7i*a'" e'"u9ia' tulisa' se9a5 tahu' 1%. e7eraa riset ter*ahulu *alam e'"u9ia' tulisa' meleta55a' *asar 7a"i e'ilaia' Cholisti5C -a'" term *i"u'a5a' E# u'tu5 e'"u9ia' 7ers5ala 7esar. e7eraa ro"ram e'"u9ia' 7ers5ala 7esar -a'" me'"a'*u'" e'"u5ura' *ari tulisa' a*alah M& (ra*uate Ma'a"eme't &*missio's est), OE=; (est o E'"lish as a =orei"' ;a'"ua"e), E (ra*uate eor* Eami'atio'), *a' 7a'-a5 la"i (=oltB,2002). +a*a =e7ruari 1%%% E# mulai me'""u'a5a' e
.2. &rsite5tur s-stem i5a *ilihat *ari arsite5tur sistem -a'" *ira'a'" a*a "am7ar 1, ma5a s-stem seara "aris 7esar memili5i 3 tahaa' utama, -aitu: a. I'te"rasi #istem +a*a tahaa' i'i, *ata 9aa7a' esai mahasisa *i<*o'loa* *ari e< lear'i'" -a'" *ier"u'a5a' u'tu5 mela5u5a' u9ia' o'li'e u'tu5 *i
3
am7ar 1 &rsite5tur #istem Ealuasi Essa- Otomatis
7. +reoessi'" +a*a taha i'i, a5a' *ila5u5a' reroessi'" terha*a semua 9aa7a' esai sisa -a'" *ier"u'a5a' oleh sistem *a' 5u'i 9aa7a''-a seara terisah. Dalam taha reroessi'" i'i, *ata -a'" 7erua te5s terse7ut a5a' *ila5u5a' 7e7eraa roses seara 7ertaha, -aitu: ase ol*i'", to5e'isasi, stoor* remoal, stemmi'" *a' em7o7ota' term *e'"a' me'""u'a5a' erhitu'"a' =< ID=. Aasil outut a*a taha i'i a*alah 7erua matri5
*a' 5olom -a'" mea5ili setia mahasisa -a'" me'"er9a5a' soal a*a 'omor terse7ut. #e*a'"5a' u'tu5 matri5 Guer- mea5ili seluruh 5u'i 9aa7a' soal, *ima'a 7aris mea5ili 5ata 5u'i *a' 5olom mea5ili 9aa7a' setia 'omor soal. . +e'ilaia' Otomatis aha i'i a*alah tahaa' utama *alam sistem -a'" *ira'a'", *ima'a a*a taha i'i a5a' *ila5u5a' roses e'"i'*e5sa' *e'"a' me'""u'a5a' meto*e ;#& a*a matri5s
.3. ;&E! #EM&!I &!&;@#I# (;#&) ;ate't #ema'ti &'al-sis (;#&) a*alah suatu ara u'tu5 me'"e5stra5 se7uah tulisa' *a' 5emu*ia' mererese'tasi5a' tulisa' terse7ut *e'"a' erhitu'"a' matematis. +e'ilaia' *e'"a' meto*e ;#& le7ih 5ea*a 5ata<5ata -a'" a*a *alam tulisa' ta'a memerhati5a' uruta' 5ata *a' tata 7ahasa *alam tulisa' terse7ut, sehi'""a suatu 5alimat -a'" *i'ilai a*alah 7er*asar5a' 5ata<5ata 5u'i -a'" a*a a*a 5alimat terse7ut (uillermo,2010) 4'tu5 me'ilai se7uah 9aa7a' esai me'""u'a5a' meto*e ;#&, ara'-a a*alah emeri5sa harus terle7ih *ahulu mem7uat suatu esai -a'" me'9a*i aua' 9aa7a' *a' 5emu*ia' esai -a'" a5a' *i'ilai *i7a'*i'"5a' *e'"a' esai aua' 9aa7a', sema5i' 7a'-a5 5emiria''-a ma5a sema5i' 7esar 'ilai 9aa7a''-a. ;a'"5ah
$
tulisa' *irerese'tasi5a' 5e *alam matri5s *ima'a 7aris matri5s me'u'9u55a' 5ata<5ata 5u'i a*a tulisa' terse7ut *a' setia 5olom me'u'9u55a' suatu 5alimat. #etia sel me'u'9u55a' 7a'-a5'-a emi'ula' 5ata 5u'i -a'" 7era*a a*a matri5s a*a 5alimat -a'" a*a *i 5olom matri5s. Kemu*ia' isi *ari sel terse7ut terle7ih *ahulu *itra'sormasi5a' *ima'a setia re5ue'si 5ata *i7o7ot5a' *e'"a' se7uah u'"si -a'" me'u'9u55a' e'ti'"'-a se7uah 5alimat *alam ara"rah *a' 9u"a *era9at -a'" me'u'9u55a' se7eraa e'ti'"'-a tie 5ata *i*alam suatu 5alimat. #ela'9ut'-a a*alah me'"ali5asi5a' #i'"ular Falue Deomositio' (#FD), -aitu suatu 7e'tu5 a'alisa a5tor a*a matri5s. +a*a #FD matri5s memuat re5ue'si emu'ula' 5ata 5u'i *i *e5omosisi me'9a*i ti"a 7uah matri5s -a'" 9i5a ti"a 7uah matri5s terse7ut *i5ali5a' ma5a a5a' mu'ul 5em7ali matri5s asal'-a (a5er, 200$). Matri5s ertama'-a me'*es5risi5a' e'titas 5olom se7a"ai 'ilai e5tor ortho"o'al matri5s. Matri5s 5e*ua'-a 7erua matri5s *ia"o'al -a'" memuat 'ilai salar matri5s. #eara matematis, a5tor -a'" ali'" 7ai5 a*alah me'""u'a5a'
*ime'si ter5eil *ari matri5s aal'-a, sehi'""a
re5o'stru5si matri5s ter7ai5 *ihasil5a' a*a saat 'ilai a5tor le7ih 5eil *ari 9umlah a5tor -a'" *i"u'a5a'. Dime'si *ari matri5s -a'" telah *ise*erha'a5a' *e'"a' me'"haus 5oeisie' a*a matri5s *ia"o'al se7a'-a5 -a'" *ii'"i'5a' samai tersisa 5oeisie' se7a'-a5 *ime'si -a'" terilih (&*hitia, 200%). u9ua' e'-e*erha'aa' i'i a*alah a"ar ter7e'tu5 matri5s -a'" memuat 'ilai 5orelasi -a'" *ii'"i'5a' 5eti5a ti"a 7uah matri5s *ire5o'stru5si. Kemu*ia' e'ilaia' a5a' *ila5u5a' *e'"a' mem7a'*i'"5a' matri5s 5orelasi *ari 9aa7a' e'"u9i *e'"a' matri5s 5orelasi *ari 9aa7a' eserta u9ia' *e'"a' me'""u'a5a' erhitu'"a' similaritas osi'us (a-u, 2011).
6
VI* METODE PENELITIAN
Meto*olo"i -a'" *i"u'a5a' a*a e'elitia' i'i a*alah: 1. O7-e5 +e'elitia' O7-e5 e'elitia' *ari e'elitia' i'i a*alah soal esai *i 4'iersitas #ti5u7a'5 #emara'". 2. e5'i5 +e'"umula' Data +e'"umula' *ata
*ima5su*5a' a"ar me'*aat5a' 7aha'<7aha' -a'"
relea', a5urat *a' relia7le. Ma5a te5'i5 e'"umula' *ata -a'" *ila5u5a' *alam e'elitia' i'i a*alah *e'"a' mela5u5a' e'"umula' soal *a' 9aa7a' u'tu5 7e7eraa mata5uliah -a'" mela5u5a' u9ia' semester *e'"a' 7e'tu5 soal essa-. 3. #tu*i +usta5a De'"a' e'"umula' *ata *ari 7aha'<7aha' reere'si, arsi, *a' *o5ume' -a'" 7erhu7u'"a' *e'"a' ermasala' *alam e'elitia' i'i. . Meto*e +e'"em7a'"a' +e'elitia' i'i me'""u'a5a' mo*el prototyping. Di *alam mo*el i'i sistem *ira'a'" *a' *i7a'"u' seara 7ertaha *a' u'tu5 setia taha e'"em7a'"a' *ila5u5a' ero7aa'<ero7aa' u'tu5 melihat aa5ah sistem su*ah 7e5er9a sesuai *e'"a' -a'" *ii'"i'5a'. #istemati5a mo*el prototyping ter*aat a*a am7ar 2 memerlihat5a' tahaa' a*a rotot-i'".
am7ar 2 ahaa' +rotot-i'" (+ressma', 2001)
eri5ut a*alah tahaa' -a'" *ila5u5a' a*a e'elitia' i'i *e'"a' meto*e e'"em7a'"a' rotot-i'" a. &'alisa +a*a taha i'i *ila5u5a' a'alisa te'ta'" masalah e'elitia' *a' me'e'tu5a' emeaha' masalah -a'" teat u'tu5 me'-elesai5a''-a. 7. Disai' +a*a taha i'i *i7a'"u' ra'a'"a' sistem *e'"a' 7e7eraa *ia"ram 7a'tu seerti Data =lo Dia"ram. . +rotot-e +a*a taha i'i *i7a'"u' ali5asi 7er7asis e7 -a'" sesuai *e'"a' *isai' *a' 5e7utuha' sistem. *. +e'"u9ia' +a*a taha i'i *ila5u5a' e'"u9ia' a*a usta5a u'"si -a'" su*ah *i7a'"u'. e. Ealuasi +a*a taha i'i *ila5u5a' ealuasi aa5ah erorma ali5asi su*ah sesuai *e'"a' -a'" *ihara5a', aa7ila 7elum ma5a *ila5u5a' e'-esuaia'< e'-esuaia' seu5u'-a. .
+e'-esuaia' aha i'i *ila5u5a' aa7ila a*a ealuasi erorma ali5asi 5ura'" mema*ai *a' *i7utuh5a' er7ai5a', taha i'i mela5u5a' e'-esuaia' *a' er7ai5a' a*a ali5asi sesuia *e'"a' 5e7utuha'
8
VII* JADWAL PENELITIAN K%"#.#$ P$&"."#$
I
J$" II III
IF
I
J&" II III
IF
A%. I II III
&'alisa Disai' +em7uata' +era'"5at ;u'a5 +e'"u9ia' Ealuasi +e'ulisa' ;aora' VIII* PERSONALIA PENELITI
1. Ketua +e'eliti a. !ama ;e'"5a
: Drs. Eri Zuliarso, M.Kom
7. e'is Kelami'
: ;a5i
. !I+/!I@
: @#.2.%3.01.0%3
*. Disili' Ilmu
: Komuter
e. +a'"5at/olo'"a'
: +e'ata Mu*a / III
. a7ata' u'"sio'al
: &siste' &hli
". =a5ultas/+ro*i
: e5'olo"i I'ormasi / e5'i5 I'ormati5a
h. a5tu e'elitia'
: 10 9am/mi'""u
2. &'""ota +e'eliti 1 a. !ama ;e'"5a
: Isoro !u"roho, #E., M.Kom.
7. e'is Kelami'
: ;a5i
. !I+/!I@
: @2.8.10.01%
*. Disili' Ilmu
: Komuter
e. +a'"5at/olo'"a'
: +em7i'a/ IF<7
. a7ata' u'"sio'al
: ;e5tor Keala
". =a5ultas/+ro*i
: e5'olo"i I'ormasi / #istem I'ormasi
h. a5tu e'elitia'
: 10 9am/mi'""u
3. &'""ota +e'eliti 2
%
IF
a. !ama ;e'"5a
: i'a a'*ra !oor #a'ti, #.+*, M.Kom
7. e'is Kelami'
: +eremua'
. !I+/!I@
: @4.2.03.02.0$8
*. Disili' Ilmu
: Komuter
e. +a'"5at/olo'"a'
: +em7i'a/ IF<&
. a7ata' u'"sio'al
: ;e5tor Keala
". =a5ultas/+ro*i
: e5'olo"i I'ormasi / #istem I'ormasi
h. a5tu e'elitia'
: 10 9am/mi'""u
. Mahasisa 1 a. !ama ;e'"5a
: Muhamad Syarifudin
7. e'is Kelami'
: ;a5i
. !IM
: 11.01.53.0077
*. Disili' Ilmu
: Komuter
e. +a'"5at/olo'"a'
:<
. a7ata' u'"sio'al
:<
". =a5ultas/+ro*i
: e5'olo"i I'ormasi / #istem I'ormasi
h. a5tu e'elitia'
: 10 9am/mi'""u
$. Mahasisa 2 a. !ama ;e'"5a
: Khoirul &'ar
7. e'is Kelami'
: ;a5i
. !IM
: 11.01.55.0132
*. Disili' Ilmu
: Komuter
e. +a'"5at/olo'"a'
:<
. a7ata' u'"sio'al
:<
". =a5ultas/+ro*i
: e5'olo"i I'ormasi / #istem I'ormasi
h. a5tu e'elitia'
: 10 9am/mi'""u
10
I* RENCANA ANGGARAN BIA3A
1. aha' *a' +eralata' +e'elitia' a. aha'<7aha' •
Kertas AF# 80 ram 3 rim >.3$.000,<
.
10$.000,<
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i'ta +ri'ter 1 #et > 3$.000,<
.
3$.000,<
7. =lash *is5 2, 2 7uah > 1$0.000,<
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2$.000,<
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2$.000,<
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2$.000,<
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2$.000,<
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$.000,<
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O&; I&@&
.
100.000,<
.
3.000.000,00 ( i"a 9uta ruiah )
11
DAFTAR PUSTAKA
1J a5er, Kir5.,
200$, Singular Value Decompostion Tutorial . 200$.
htt://.li'".ohiostate.e*u/57a5er/u7s/#i'"ularLFalueLDeomositio' Lutorial.* . Dia5ses ta'""al 10 O5to7er 2013. 2J
=ri*oli' il*, histi'a, eral* #termse5, usta !euma''. Parameters Driving Effectiveness of Automated Essay Scoring with LSA. 2008. Deartme't o I'ormatio' #-stem a'* !e Me*ia. Fie''a 4'iersit- i' &ustria. htts://*sae.l7oro.a.u5/*sae9sui/ha'*le/213/2008.
3J
=oltB, +., ;aham, D., ;a'*auer, ., The ntelligent Essay Assessor! Applications to Educational Technology, I'teratie Multime*ia Eletro'i our'al o omuter < E'ha'e* ;ear'i'" &ril 1%%%
J
uillermo or"e<ota'a, ose &. ;eo', iar*o Olmos, *a' I'maula*a Esu*ero. Latent Semantic Analysis Parameters for Essay Evaluation using Small"Scale #orpora. 2010. our'al o Nua'titatie ;i'"uistis 2010. Folume 1. !um7er 1. + 1<2%. DOI: 10.1080/0%2%610%033%$8%0.
$J
Ae'i'""ar #etia'tri. Per$andingan %etode Latent Semantic dan Vector Space %odel untu& Sistem penilaian 'awa$an Esai (tomatis )ahasa ndonesia. 200%. =I;KOM 4I.
6J
Ku5ih, K. )eyond Automated Essay Scoring . I' M. &. Aearst (E*.). #etem7er/Oto7er 2000. he *e7ate o' automate* essa- "ra*i'". IEEE I'telli"e't #-stems. 2?31.
J ;a'*auer, =oltB, ;aham. An ntroduction to Latent Semantic Analysis. 1%%8. Disourse +roesses. 2$. 2$%<28. 8J ama &*hitia, &-u +uraria'ti. Penilaian Esai 'awa$an )ahasa ndonesia %engguna&an %etode SV%"LSA dengan *itur +eneri& . 200%. our'al o I'ormatio' #-stem Folume $. +ro*i e5'i5 I'ormati5a I. %J at'a, u*iar*9o, Aarta'to. S%PLE ,Sistem Penilaian Esei (tomatis- ntu& %enilai jian Dalam )ahasa ndonesia . 200. Ma5ara e'olo"i. Fol 11 !o 1 Aal $<11.
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10J iBGi a-u &9i +, &7*urrahma' aiBal, @a'uar =ir*aus. Automatic Essay +rading System %engguna&an %etode Latent Semantic Analysis. 2011. I##! 1%0<$022. #!&I @o"-a5arta. 11J Di5li.#., &' Oerie o &utomate* #ori'" o Essa-s. 2006. he our'al o eh'olo"-, ;ear'i'", a'* &ssessme't. Folume $ !um7er 1, #ta'or* 4'iersit-. 1J Fale'ti, !eri uhiarelli. An (verview of #urrent /esearch on Automated Essay +rading . 2003. our'al o I'ormatio' eh'olo"E*uatio'. Folume 2.
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