Ringo by Neng Mira Rahayu

8/16/2019 Ringo by Neng Mira Rahayu

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APLIKASI

PERINGKASOTOMATIS TEKSBERBAHASA

INDONESIAMENGGUNAKAN

METODE TF-IDFDAN FUZZY CMEANS


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Hello!I am Neng Mira

RahayuI am here for my !a" #ro$e%& #re'e!&a&(o! Yo) %a! !* me a&+

m(ra,ee!*ym(ra,ee!*y./ma(",%om

D0a& ya!/ #a"(!/

m)"(a1 &er(ma2a'(h')*ah 3e/(&) 3a(2


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4,

#e!*ah)")a!


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The more you readThe more things you know

The more that you learnThe more places you’ll go

-Dr. Seuss


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Latar belakang

5Per2em3a!/a! &e2!o"o/(

5Ar&(2e" 3er'(fa& real time *a! up to date5Ba!ya2 ar&(2e" &(*a2 me!ye*(a2a!

r(!/2a'a!56a2&) ")a!/ ya!/ &er3a&a'


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Latar belakang (cont..)

5 TF-IDF "e3(h 3a(2 *ar( fra'e #e!)!$)27'(&a8a&(19::;<

5Pra&ama me!yara!2a! %")'&er(!/

me!//)!a2a! #er2em3a!/a! *ar( K-Mea!'

5Be")m a*a #e!e"(&(a! me!/e!a(Per(!/2a'a! me!//)!a2a! F)00y C

Mea!'5Be")m a*a a#"(2a'( #er(!/2a'

o&oma&(' 3er3a'(' A!*ro(*


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Ringo appsAplikasi Peringkas tomatis eks

"erbahasa In#onesia menggunakanMeto#e $%I&$ #an $u''y Means


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Rumusan masalah

ANALISIS me&o*e

TF-IDF *a! FUZZY CMEANS )!&)2a#"(2a'( #er(!/2a'&e2' o&oma&('==


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"atasan masalah

5 Me!//)!a2a! ar&(2e"1 *o2)me! &)!//a"

5 S&emm(!/ me!//)!a2a! a"/or(&ma !a0(ef*a! a!*r(a!(5 Kam)' 2a&a *a'ar 'e3a!ya2 9>,;9?5 S&o#8or*' 3er$)m"ah @;> 2a&a


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tuuan penelitian

ANALISIS me&o*e TF-IDF *a! FUZZY CMEANS )!&)2a#"(2a'( #er(!/2a'&e2' o&oma&('


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Me&o*o"o/( #e!e"(&(a!

S&)*( "(&era&)r2)('(o!er


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#e!/em3a!/a!#era!/2a& ")!a2

Re)(reme!&De!(&(o!

Sy'&ema!*

Sof&8areDe'(/!

Im#"eme!&a&(o!a!* )!(& &e'&(!/

I!&e/ra&(o! a!*'y'&em *e'(/!

O#era&(o! a!*ma(!&e!a!%e

D(a/ram 8a&erfa"" mo*e" Ia! Sommer(""e1 9::@


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Ba3 9La!*a'a! Teor(


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*.+ peringkas teks otomatis

Pe!/er&(a!

Taha#a!

T)$)a!

Ra'(oKom#re'(

Pe!*e2a&a!

Ar&(2e"


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Pra proses

Peme%aha!Ka"(ma&

Removestopwords

CaseFolding

stemmingtokenizing


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Proses peringkasan teks

I*e!&(2a'(&o#(2

generateI!&er-

#re&a'(


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,%i#,

TF + fre2)e!'( 2em)!%)"a! &erm #a*a*o2)me!

DF + 3a!ya2!ya *o2)me! *(ma!a ')a&) &erm7&< m)!%)",

IDF + $)m"ah *o2)me! ya!/ me!/a!*)!/'e3)ah &erm ya!/ *(%ar( *ar( 2)m#)"a!

*o2)me! ya!/ a*a


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eori ,u''y

F)00y 'e& *(!ya&a2a! *a"am f)!/'(2ea!//o&aa!,

F)!/'( 2ea!//o&aa! 3er!("a( :,: 4,:


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- means clustering

T)$)a! + mem#ar&('( *a&a ya!/ a*a 2e *a"am3e!&)2 'a&) %")'&er a&a) "e3(h

A"/or(&ma+a, Te!&)2a! $)m"ah cluster 3, Me!e!&)2a! !("a( centroid%, Me!/h(&)!/ $ara2 a!&ar *a&a */! %")'&er*, Pe!/e"om#o2a! *a&a

e, Kem3a"( 2e &aha# 73< 'am#a( a!//o&a%")'&er &(*a2 3er)3ah


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$u''y Mans

Taha# &aha# FCM+a, Mema')2a! *a&a *o2)me! ha'(" &f-(*f *a!

me!e!&)2a! #arame&er3, Mem3a!/2(&2a! 3("a!/a! a%a2 (2 '3/

*era$a& 2ea!//o&aa! ma'(!/-ma'(!/ %")'&er%, Me!/h(&)!/ !("a( 2e*e2a&a! &(a# &erm

*, Me!/h(&)!/ f)!/'( o3$e2&(f

5


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$u''y c means (cont/)

e, Mem#er3ahar)( *era$a& 2ea!//o&aa!

f, Me!/e%e2 2o!*('( 3erhe!&(4< (2a P&-P&-4 e a&a) & maJI&er 1 ma2a3erhe!&(9< (2a &(*a21 2em3a"( 2e"a!/2ah % )!&)2me"a2)2a! #er)"a!/a! 'am#a( meme!)h(2o!*('( f4

5


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Penguian black bo0

Me&o*e (!( fo2)' #a*a 2e#er")a! #e!e")')ra!2e'a"aha! f)!/'(o!a" *ar( 'of&8are


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Ba3 ANALISA DANPERANCANGAN

SISTEM


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ANALI1I1 AR1I-2R 1I1M


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21 A1 &IA3RAM


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PRANAN3AN &AA

Nama Field Tipe Data Panjang Kunci Keterangan

id_stopword int 11 PK autoincrement

kata_stopword text Not null

Nama Field Tipe Data Panjang Kunci Keterangan

id_rootword int 11 PK autoincrement

kata_rootword text Not null

Tipe_katadasar text Not null

DAFTAR STOP6ORD

DAFTAR STEMMING


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PRANAN3AN AR1I-2RMN2


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PRANAN3AN ANARM2-A


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BAB IMPLEMENTASI DANPENGUIAN SISTEM


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1RN1H APLI-A1I


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Works; 8!

Force "losed; 1#!

Pengu)ian Aplikasi Ringo

&ari *4 penguian aplikasi #i#apat *+berhasil.

&an #engan #urasi analisis rata%rata selama


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Penguian oleh pakar

NoTopi

k

K$

%!K&

'

K&K&$

'

K&

$

(kurasi

1 1 8 )*)+),)1%)1-)1#)18 8 ),)1-)1*)1#)1+)18)1, * #./*%

. . * -)#)11)1-)1* * -))#)1.)1* - #%/%%

- - # 1).)-))#)1*)1, + 1)-))+)1*)1, * +1/-

1 8 1))#)8)1.)1*)18).% 8 ),)1-)1*)1#)1+)18)1, - -+/*%

* . * .))#)8)1- * -))#)1.)1* . %/%%

# - # 1)-))+)11)1*)1, + 1)-))+)1*)1, # 8*/+1

+ 1 8 1)) #)1%)1.)1-)1*)1, 8 ),)1-)1*)1#)1+)18)1, *%/%%

8 . * )#)1%)11)1- * -))#)1.)1* . %/%%

, - # 1).)-)#)1%)1*)18 + 1)-))+)1*)1, - ./8#

1% 1 8 1),)1-)1*)1#)1+)18).% 8 ),)1-)1*)1#)1+)18)1, # +*/%%

11 . * -)#)1%)11)1. * -))#)1.)1* - #%/%%

1. - # -))*)#)+)1*)1+ + 1)-))+)1*)1, *+/1

1- 1 8 ),)1%)1-)1*)1#)1+)1, 8 ),)1-)1*)1#)1+)18)1, + 8+/*%

1 . * -))#)1.)1-)1* # -))#)1.)1* * 8-/--

1* - # 1)-))8)1*)1, # 1)-))+)1*)1, * 8-/--

sum ,-#/-1

a0erage #./.


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No K$%!

' K& ' krs recall'K&$2'K&3

precision'K&$ 2 'K$3

4measure

1 8 8 * %/#- %/#- %/#-

. * * - %/#% %/#% %/#%

- # + * %/+1 %/8- %/++

8 8 - %/-8 %/-8 %/-8* * * . %/% %/% %/%

# # + # %/8# 1/%% %/,.

+ 8 8 %/*% %/*% %/*%

8 * * . %/% %/% %/%

, # + - %/- %/*% %/#1% 8 8 # %/+* %/+* %/+*

11 * * - %/#% %/#% %/#%

1. # + %/*+ %/#+ %/#.

1- 8 8 + %/88 %/88 %/88

1 * # * %/8- 1/%% %/,1

1* # # * %/8- %/8- %/8-

sum ,/-# ,/,# ,/#

a0erage %/#. %/## %/#


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Ba3 ;KESIMPULAN DANSARAN


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-1IMP2LAN

5 A#"(2a'( #er(!/2a' o&oma&(' &e2' 3er3aha'aI!*o!e'(a *a#a& *(3a!/)! *e!/a!me!//)!a2a! me&o*e &f-(*f *a! f)00y %mea!'

5 Ha'(" +

%!.%!%!#%!8%!

recall

precision

45measure


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saran

5 Kem3a!/2a! (!&erfa%e a/ar "e3(h me!ar(2

5 *(&am3ah2a! #arame&er "a(!1 'e#er&( 3o3o&2a"(ma& )&ama a&a) 2a"(ma& a2h(r,


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Ter(ma2a'(h


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1li#esarni6al icons are e#itable shapes,

Th(' mea!' &ha& yo) %a!+ Re'(0e &hem 8(&ho)& "o'(!/ )a"(&y, Cha!/e "" %o"or a!* o#a%(&y,

I'!& &ha& !(%e= +

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Ringo by Neng Mira Rahayu