• Tidak ada hasil yang ditemukan

K-Means Based on Neighbors with Latent Semantic Indexing for Documents Clustering.

N/A
N/A
Protected

Academic year: 2017

Membagikan "K-Means Based on Neighbors with Latent Semantic Indexing for Documents Clustering."

Copied!
15
0
0

Teks penuh

(1)
(2)

!

0122208"2#$"952029167%#297#209%760629"660& 76#82#27067#9012#90698"2#567%9"660&01250'2705 &6765(601868)7(2%2959869"2*******************************************4

+

62%6257508'0267'"66&65'852,82967%86069& 0126&65'852'886''#4-676772569***************************************4

+

01227%65186627&7'8567%5627250'27056792#"97%.

5'015'#9089*********************************************************************************************************************4/

+

'0'899'25012508&)69667.)695#66.97)659#66795 19890282'906705675'"97%.(250099***********************************************

+

1234567895:;8:;28<:=126:<>8?@A257684367=372836B52:C8568<D23E5678F@=A<2 *****************************************************************************************************************************************************G

+

0217%2#208&,2786167%298767%%2#208&(6010217%&*****-

+

9002875672506%906795982$9%2"89690660&*******************************************-H

+

01250'&0270695978"2#56782967%92"&01226%101 %89250'27050'76816%151********************************************************************I

+

01267'2726765'2865670(9850129"660&6719767%

029167%97298767%825597(8)201601202912850'768 16%151679"97%5'"$650860*******************************************************************************IH

+

0122208"2#"952298767%"9527288#972

955255#27071&565298767%825'062(28#%7606250&25***

+

6#867%012220627255298767%#9012#9065018'%15627066 9891********************************************************************************************************************************H

+

<:=126:<>8A2D@A:8F3A1838FA@<<8<F;@@4842J248@?8561@62<53K8DA5L3AC83618 52798&515***********************************************************************************************************HG

+

22#2705695)6592*****************************************************************************G-

+

0122206272559'0'82$"9521&565#2029167%67 2267%01256M6#27067556272675#9**************************************************GN

+

012220%8'672506%9067298767%7'728509767%7205 97860690167)67%9"660&50'270567%8925M6695#97I567%98909****/

+

)760067%9'21989028(60186#98&5150'2705%96O9067 "952569827508'0670128&9896%#&%05)&***********************N

+

220"8967"952298767%#209"660&720597
(3)

68227028227606227090678255250580

55096796602062544

222706969067020286728260660952

70092560 67297902896705!95250"#8260 767$4

67890675502256797622709067022129019590

12901982%9602%96906767677256956780067

98914&

6298952015699066097129016207

90128528565902197656798695986529524'4

9028669906601892278(01)*+,-./010112)3+2452) 4'6

22097901285285658657670269202544

790861862978659029967508(0197102992

659067886702246

7829759527726185(60190270529706672#678

27055028674'

8290629857067550285980089661055024&

5089026969067606768678067790679999999!50 286286750867(25059089$4&6

012627066906702706997908962895902879062

9028695808658067012702#00122(28270

5997262708286525!525$670129829780128796"012 952506756692 28797650860 227822746:

82989067956678565275882028679067

125028952727089270125028#69524;6

01206659067926720158012089767970627

6700122#52901(94:&

9795652768(01972227029675208567

580672809269067672278227'

<=>=?@ABCB>DEFGE=@HIFJ==KDE77(2251986721968"9569

7606201282852062:

089925012508769667 76956697765966795 1989028290670567597 (250994

9860892#02756767506006767012769286

72012897567625L95016508M

862862977906720580)2N+O5502550967966067

96:

6526721968677028260#8897580"26272

(4)

69002179028667988690202708282728516

(5)

!" # #$%&# &#!#

$

8'(')*+,6-(../.'012)-'(,)3-4'*(.50126/+). 0-6-.'*-).0-)70-1'*'-+'*0+''6-8

6-.'*-).0-)70-1'*'-+'0-6--04).4'8'(')*+,9+*0(((+97-'( 704':;'*4<=4>?4

26.0*(@

A0:)-85'. ':'-A)6'B5/*5)C),'65 /./1'-6*)5/9/.*) 62'6')*.)5-6/ 98/(9)-DE)'*:)-)

/;7(,'6;5@ FGHIJKLMNOKK D)7)-36)5)-)70P44 0'79PQRSRRR> )TPQRSRUS

2:)779S/-6B(,)V5),00P+0: 5-8)*)W)=X)7

YZ[\]^_`a^"a"b^][^_

(6)

4

!

"#$%

&!

'

#

('

'

)*'

!

+

,

-!

"

.

%

/+0*'

12

0'

%!

"

34!'%5%678,50'039%)0:0'%;8<%!4#!=!>6?

@

ABCDEFGHIJKLMNOJGHIDBLPQRGEHFQBHSLTGBQKUGLVBIWQEKIHXLDCLMNOJGHIDBYIBZGEG[GSL\G]ISLABNDBQKIG^L ABCDEFGHIJKLMBZIBQQEIBZPQRGEHFQBHSLVNGXGBGLVBIWQEKIHXSL\G]ISLABNDBQKIG_L

ABCDEFGHIJKLMBZIBQQEIBZPQRGEHFQBHSLPE`LYDQHDFDLVBIWQEKIHXSLYOEGaGXGSLABNDBQKIGbL

L

ZQNQ`GNIHEGcZFGI]`JDF

4$'%+'

@

0defgehijekldmhngohjoepqkjrsteujguvlhnkqdtkjwhoftejqovfgqenkjlpnhoeggouj ktpnhxeqdeyfuvkqzhiwhoftejqovfgqenkjlnegfvqg{1h|exen}rsteujgovfgqenkjluvlhnkqdt |dkodkgmugewhjjekldmhnggqkvvdugghte|eu~jegggfodugjhqpuzuqqejqkhjqhqde teujkjlhngetujqkopnhktkqzmeq|eejwhoftejqg}dugudkldohtpfquqkhjuvohtpvekqz} ujwjhqpuzuqqejqkhjqhqdekjivfejoehiwhoftejqvejlqdkjqdewhoftejq|ekldqkjlpnhoegg ghqduqvhjlwhoftejq|kvvvk~evzlequdklden|ekldqkjl{6j0dkggqfwz|epnhphgeuje| teqdhwrsteujgmugewhjjekldmhng|kqduqejq5etujqko6jwekjl€56ihnqde hpqktk‚uqkhjhirsteujgovfgqenkjlteqdhwqhpenihntwhoftejqovfgqenkjl{0dkgje| teqdhwfgegqdeohjoepqhi56kjweqentkjkjlqdejekldmhnghiuwhoftejqhjqdepnhoegg hirsteujg}ghqduqqdeteujkjlhiqde|hnwhngetujqkopnhktkqzmeq|eejwhoftejqg|kvv mequ~ejkjqhuoohfjq{ƒekldqkjlteqdhwujwieuqfnegeveoqkhjuvlhnkqdtkguvghfgewqh hmqukjmeqqenovfgqenkjlnegfvqg{0egqnegfvqg|kqdqdeqegqwuqukjqdeihnthi„pkeoeghi je|gkj6jwhjegkujvujlfulewhoftejqgdh|gqdesteugfneujwpfnkqzxuvfehiqders teujgovfgqenkjlteqdhw|kqd56smugewjekldmhngmeqqenqdujqdekjkqkuvuvlhnkqdt}qduqkg eyfuvqh{…„ujw{…negpeoqkxevz{nhtqdegenegfvqgkqoujmeohjovfwewqduqqde uppvkouqkhjhiqdejekldmhngteqdhw|kqd56hjrsteujguvlhnkqdtkjwhoftejqovfgqenkjl pnhoeggoujktpnhxeqdeyfuvkqzhiovfgqenkjlnegfvqg{

rez|hnwg†rsteujg}jekldmhng}vuqejqgetujqkokjwekjl}whoftejqovfgqenkjl

7‡ ˆ,'%0+'!

9jkjoneugkjljftmenhiwhoftejqgkj qeqihntuqgkljkikoujqvzneoejqvztuweqde pnhoegghilnhfpkjlhnovfgqenkjlwhoftejq €whoftejqovfgqenkjlmeohtegktphnqujq{ vfgqenkjlkgqdepnhoegghiwkxkwkjlugeqhi hm‰eoqgkjqhghtejftmenhilnhfpg €ovfgqenggpeokikouvvz€ruqunkzuŠdufwunk} 4‹r|uve}4‹ŒduhŠrunzpkg}{ vfgqenkjluwhoftejquktewuqwkxkwkjlqde whoftejqkjqhgexenuvlnhfpgghqduqqde whoftejqgkjqdeguteovfgqen€kjqnusovfgqen duxekjohtthjkgdkld}|dkveqde whoftejqgkjwkiienejqovfgqeng€kjqensovfgqen duxekjohtthjuvh|€ruqunkzuŠdufwunk} 4‹ŒduhŠrunzpkg}‹5qekjmuod} runzpkg}Šrftun}{5htehiqde oduvvejleghnpnhmvetgejohfjqenewkjqde pnhoegghiwhoftejqovfgqenkjlkgqdeyfuvkqz hiqdeovfgqenkjl}dkldwktejgkhjuvkqz}ujw qdegk‚ehiqdewuqumugekgxenzvunle{

6j lejenuv qdene une q|h tukj qeodjkyfegkjovfgqenkjlpnhoeggqduqkg dkenunodkouvujwpunqkqkhjuvovfgqenkjl€Žukj} fnqdz}Švzjj}4{6jneoejqzeung}

(7)

4

!""

"#$%&'

()

5* +

++!"#,

-+#./#-#-

-0++-+#$5+#% '

1()6 +2*"2#! ./#'3+')$( ') $1(4"0"2#0++./

# - #+

+./#+5&

+"4#520+0##26

#$"0#5("5

!-

#+ -+

!#+

#5)7#!#5!0 #$"0#5(25-+

!! 0&0

+"!- #

$52+'.5"' %.#'()

10*'0++#2!

" ""5$0" ('

"!0++52

+"!"0#5

5 -+ 2 #

# !!#5+

##0++'0+!'+

+25)'$1(""./

#-#+ 2 &

-+2)0+"& -+2 2+-,

"25-+4--2

!#++#2!&!

+ )6

0#+ 2 #5*

0&#+#5

20 #25 )8!

++++ "*++

#+ !./#2 &

-+2!5#"*+5

!+!+ #+ !./

#)./#-/2 #+

"" -+2)'$1(

+#0& +2

"5-##-!

0 20 #)6

+!+-+2'+#+ " #+!#!*

"# +#50+

#5!)0+

#022-+25!

2+ #-+#0 '

*+-+#-+2 #

-0 ++#2+

#5#-)0+!+" !*"# 0+"2#

+25!-+#

#"#"45+-+$5-%

&'895-%&'1()6 '

+0-+-"!+#+

"50 + +

!!+--+!+ # ++ #02&5- +-+0-+)

5#6 4-$56(

#+ +2 #

+4 !

#+*++

*+-++ # +

#0 $5-%&'8()56

0 +#4#25

###4

"* :"!+

-")0+""""0#+ !-" #25""5

-56#+ !+ #!

-+2 &+./#

-+#2 -+2)

;<=>?@ABCD=EBDAF=GC=HAIJKEGLD=BCF=MNO= PGL=QGRSTACUD=VWSDUALICJ=

0+""""0#+ ! #-"25"#,

+./#-+#2 -+2

&-2"#) 0+0#+ "" ""5-+

#+ !56+./#2 &

-+2'++#-!0

6#20+ #

02 ++"!

#--+2 &)X '

+56+!5-

#"$5(022

"Y+ ##+-+ #

*"0 #*

"")0 #"-#

+ !+56#+ 0

!:5/2 !

-+# +!

")

9 -4'!

+ #-#+ 2

* +#"Z4

""-' !

#-0+./72

& -+2)04""

#-+0-+!+!+

+*24 !#+!

#'0++"!!

!4-!

+ #"- #

-")

;<[=\A]U=^LA_LGRADDICJ=

6+4""-' #

02" 2+!

#)5-#+"!

2--4""-'0++#

2& 0++

(8)

4

!

"#!$5!"#

!%" &""

'(! %

%"!

%)"$0 )*)!

6 *

%+,$

)"

0-! & .5&"/5!8"#/

5"" &/0 &&1

)5'0" 2)*

" &'3'56 3

4

" ' "' %"3#)

5(")%"' 3%)

#& )") 5("

9& "

*

6

&)4$5(787 &' 56%)")&9

6

5"" & %*) "!#!%"% %" #*"'*& & ' %".1$5"" &- & " %% %" ! &&)&)$0 )* )%-5!! &5""

9&"%86 .7/

:1$

0 ! -

!! & &&%

."1$0 &&! "

#%"

)" )"

$6)*/

&&! '*!!* & "%8(0(6.;)<= /441$

)8(0(6)

#'%)

%))"$)

8(0(6 %%%" %(%

8(0(63 )

&"4))"

')%)%

)"%%#)%

&%%.;)<= /

441$)8(0(6)'* % &2)>

/ .41

9

?@A &%@(

)"A/B@A9%2)*%9@(

)% )"A/C

)"'%)"

!)C@ )"'%

)"@($

DEDFGHIJKGLMGNGOIPQRL6

STUVWXT9YTZT[V@\C ") &"%)#%

! % )& )"$

2)*('%) )

%) &"$ 0

&"3 "!%

)"'%2)*%

)3 &

0(!'%2)*

&$

DE]6^_`abcd6ebdaf6gc6haijkegld6bcf6mno6 5("&")%)& )" !" 4 '* !!* &

!% &' 56$6

")"'%).51

" ")*'*)/')%

! &

" '*"')"

'3$83#)"

) &!% &'3

')"/'%"

)%"!- " *' )"'*56"$

7 &' )"

&'%!))"$0

3 ')"'%

&'&)"'*)"$

9p*%) " '*

#)% " * "!- " * )) &56$

56" "-

" " 2)

(9)

4

565 !

"#$#% #&'#

##()*)""(#

+% ", )) " ") "# +#+)&

6"%#5*#%

%") -)#" !./01/ 2/34*("5())

"#++#")#"&5 .6

* 78

(9 ") #+ "), ",+$#&9%" !

$# ")%" !

)#"$#& * ") & ") )": !1 ")3& (; ) ," + !",+ $ +&;<=>?@ABC4D=CE=C"F*"GHD=CI4

JKLMLNL ")COPOIQ* "R

!.&6S "", ")S/TUV3/W1X/3Y* "56 %% # !.( "R-R)") ++(6

* 7Z8

%)-)#" ! (

)#))""&[ #"

R#+" !\) "

#"( !]

^_=`ab=<=>?@A=BCcD=___D=CbH=defg?ghg=ei= R+,",+$ +&&

["56)(

%"", )#"* )#") +:" +j) !k4$# )#" )") 5: )& # %"" )#" )* )")5:+%+:", ! (

&

& 7l8

0,$ + "#+:

5(")#"* ")

%#)56# +#+"#" 5("$#()#"&9 # +#+",+:("!56 5(")#" )O #"#: )") ++(6

78

6$ ++:5(" ()#"7mV ")mn8+)

$ + BoH= hpqf= rehp= >edstqfhg= @uq= ",5& ': ", " %%% +)$ +*"5",5"

#%)#"# "5)

$ + ( ":)#" )O #" # "#&

9 )O #"#:+"% ++ )#"%#)*"!%# " )O #"#: ! ("" ,&0 )O #"#: !v ! 3/2/3#""",$ + )O #"#: $:% )#"&6 )#"" ",5",!%)5:mn"V-

( ")n-#+"(++5(4* ")(++

5(&0 !# "5

)")# ")) ((++5 " +)#"#")&

*5:##R",",5",

!(# 5")*"

# +#+))#" $

,+(",5") # ")) " +#")&9"5 )#"+#)%+& w#")" +# ")) )")5:

5(UPx/y3z{|}*(x

"5))#+ ")3z{|}

"5 ))" ++#)# ")) & '# "5# ")) +#)

"5",5*

) 5+

# ")) 5#+#")&

7!*+R#"$ + ") +"R #)#""~U+ #%+

#%+)#"" #")",5 ) "#"$ + ")+"R(")&" $ +)")5: " "786

* 78

(mV ")mn $#)

)#")#"- ")O&[+ $ + +"R5("()#" 7mV ")mn8# "5)")5:+%+:",

V-( )O #"#: !v(n #+"* (""++(",

"6

78 9#%+)#"mV ")mn*"

Q€3S‚}V3ƒ0mVXmn4$ + "R5 )

"$ +#"*Q€3S{V3S0mVXmn4

$ + "R5 )"$ + +"R* ")Q€3SmVXmn$ +

Q€3S‚}V3ƒ0mVXmn4 ")Q€3S{V3S0mVXmn4&0 +

#5" "Q€3SmVXmn$ +*(+) R

#5" " )#" ( +#)" +#+#")( ++$ +&

! %+*%% )

~#"",!738%# )#""5~/„/Wm…X/m†X/m‡X/mˆX/m‰X/ mŠY*# +#+"+"R# "5" )O #"#: !7v8",& ["‹LŒLŽ*x/„/‡/ ")3z{|}P4*

(++5)#" 5#

(10)

4

5 !"

#$% &'!"()*&&%

$%&+2!!&$%&& ,-./-01 2"'!# !

3!$%45")6

+

789

2:#789$&!!;# ! 3 $%&!&#$ <(

* $!

#$&$%+6!&=$*

! #$%&;%

3>?;#&!?0%+

@ AB@ A<@ AC@ AD@ AE@ AF@

AB@ B@ B@ G@ B@ G@ G@

A<@ B@ B@ G@ B@ G@ G@

AC@ G@ G@ B@ B@ B@ G@

AD@ B@ B@ B@ B@ G@ G@

AE@ B@ G@ B@ G@ B@ G@

AF@ B@ G@ G@ G@ G@ B@

H+7H!%!&$=7I952JKAB'@A<'@ AC'@AD'@AE'@AFL?!J+M

6?!0%'!!&

$%?!!!H!&373! &$&;#9& !N> $&H!$+6!&=$*'! &#$&&KAB'@A<'@ACL

%#&!;# !&$&3!

$H ! ! ! &

$%+9 HH!

!=*&&&$ #$#&+

# &$O %? #$&%O#&H!#&>

%&$!!$%

& #3!*&& N> $&#&$+2!#$& #&$O?!!#&!

&&*O#$

#&+0!$% #& &?&6

'7P9

?!Q"RS&!H&*&&%O !

3;#'!H!%H#$& Q"RS&TUVWVXYVZV[\]Y^Z]^V_`Xab^X]aVc`^_``]V

3&&;#&+d!!efT)7Afg4h9

&!#$% H!%&&!%? #$&f>!h>!#&%%O !?H:#6

'74 9

$=ij&$= $%O! #$!$=i&!!&k !$=&#T@l@mT@n@o+6! $=ij!&#$ij@pfg@ T@n@hq;#4*&!# rO%?#$!>!

r>!+9 !$

! #& #$&' ? % #N!H*&&

%&#$!&!

!#&%O H!

;H;#;!*&&

$H!#& #$>

+0!*&&&*##&O

#!H;H+

stuvwxyz{xu|}~u€xyxx€‚}

0!& & ? ;# !

*$ #$#&H$!

!?&;*%O3H!&#& #&H$*&?!*;#& H!$&+ 0! **& $! &

$*$?!!ƒ;*H$$H

H#H$*#?!&*&6 M+M„1k'„…+

st†u‡wx{u|{|u

0!*#&&#&&!&?

8 6&>H#H

#$ ?& &

???+3$*&+$ ?! *&+

7?&?%&*

H&'!HO?!!!

!&#$% #$&

78!$ ˆ 9' 449+ 0!

&*!#$%#$& !HO%&0%M+

0% M60&5*

‰Š‹ŒŽ‘ —Ž˜“”Œ™‹’“”•Œ‘Ž–š‘‘ ›R-f5TRe‘ BGG@ œ0f5TRe‘ BBG@ žT10ŸTR-f5TRe‘ BGG@ i01Ÿ5 5ef1RT‘ BGG@

¡f-Tf-@ART@

¢)5T5"f‘ BGG@ £eR¤ŸRR‘ BBG@

2RfT-@

¥0)T5e5f‘ EG@ ¢A.)R-f‘ BGG@ ¦RŸf§f-R1R‘ ¨G@

(11)

4

!"#$ % &'(#)!* +#((

,-./0012342.5,6,7./0-0843.8,7./0 9348.0-56:;-,9088<,94=06.8480<> =0284-012340=0284-0=06.826<4-5.?@> =0284-0582/2-=,6599,=A562.5,6,7-09233 26<;-09585,6123408480<56567,-=2.5,6 -0.-501238?8.0=B9A<03=230CDE2C2-52DF G59/03DHI@J856:.08.<2.2./2./28A006

<089-5A0< ;-015,483?D 029/ 9348.0- 58 :060-2.0<926A09,685<0-0<28./0-0843.,7 2K40-?DL/53026?<,94=06.8./2./2106,. A006932885750<926A09,685<0-0<282 <,94=06.L/59/580M;09.0<,7./0K40-?@ 5,./0;-09585,612340NOPQROST26<-09233 12340UOPQROST56029/9348.0-S,7./0Q>./ :-2<0926A09239432.0<@

02A304@55=532-5.?G0284-0=06.A0.L006665.52306.-,5<26<5<2.0

VWXYVZY [\]Y ^_`a[\]Y bW`aY ^_`abW`aY ^_`aVWXVZY cdROceO fghiO eO hO hO iO cdROchO fgdfO dO dO fO dO cdROcjO fgjfO hO hO hO kO ceROchO fO fO dO fO fO ceROcjO fgifO jO hO hO fO chROcjO fgkfO iO eO eO lO

02A30@826C234087-,=665.52306.-,5<26<5<2.0

mnopO pqemrstunQcOmvscQcvtrO uvspmnopO

wcdROceROchOxO wcdROceOxRwcdROchOxRwceROchOxO kO wcdROceROcjOxO wcdROceOxRwcdROcjOxRwceROcjOxO dyO wcdROchROcjOxO wcdROchOxRwcdROcjOxRwchROcjOxO djO wceROchROcjOxO wceROchOxRwceROcjOxRwceROcjOxO djO

67sQ58./064=A0-,793288=0=A0-8.,>

QDsS58./064=A0-,7=0=A0-8,79348.0-S

26<sQS58./064=A0-,793288=0=A0-8.,>5D

L/59/2-0569348.0-SD./06OPQRST26<UOPQRST 926A09239432.0<A?0K42.5,6B44I26<B4I ./07,33,L56:z

NPQRST{ D B44I

UPQRST{ @ B4I

>=0284-0123408.,./093288>Q2. 9348.0-S26<./0,10-233>=0284-0123408 0M;-0880<56./07,33,L56:0K42.5,68z

|PQRSTO}O B4~I

|O}O RO B4I

L/0-0s58./064=A0-,7233<,94=06.8DsQ58

./064=A0-,7<,94=06.856932885D26< ov€w|PQROSTx58./012340,7|OPQROSTD./032-:08. 7,46<56932885>./7,-./006.5-09348.0-S@66 :060-23D./012340,7./0/5:/>=0284-0 -0;-0806.82:,,<9348.0-56:-0843.8@

4-5.?12340,729348.0--0;-0806.8;2-. ,729348.0-299,-<56:.,./032-:08.93288,7 2<,94=06.5680-.0<56.,./09348.0-D./0 4-5.?,79348.0-S58<07560<287,33,L8z

NuQt‚PSTO}O B4I

4-5.?12340,7./006.5-0;-,9088,7 9348.0-56:58./084=,7029/12340,74-5.? 9348.0-BE/2,Fƒ2-?;58DIz

NuQt‚O}O O B4„I

66:060-23D/5:/0-4-5.?1234056<592.08 2A0..0-9348.0-56:-0843.8@

… †‡#!'(#)!*+#((

(12)

4

5

!"!#$

%&'()*+,-*+./,%0,1,(2,*+2%,3%4/,'56%.75,*4, /8&/6()/4',9('5,*,6*47/,%0,-*+./2,1,(2,:,'%,

4;0#! <=>#

25%9/3,'5*','5/,%&'()*+,-*+./,%0,1,0%6,'5/,

?@!ABABC

DEF,(2,:GHI,95/6/*2,1,%&'()*+,-*+./,0%6,J@

!ABABC#

56;K

LM,.2(47,'5/,%&'()*+,'56/25%+3,-*+./,*43,1I,

=>=BC

#! >!#A>#C

>!>! ?@ !A$ ?@

!ABABC#56

?@!ABABC

56;

NO

NBO

A#P;02 > 5!Q0!ANO@#"!#NBO#Q"!# >#!#A>>

0B!R;=STUVWXYZV$[YZ\]^$ =#0

_ ST

UVWXYZV_[YZ\]^_ `abcY]e\bV_W]\ad_ fb\dY]VXg_ hTbVWdX_ ijkl_ ijkl_ mn_ hTbVWdXoWXVpdV\qroaZX_ ijst_ ijku_ nv_

hT

bVWdXoWXVpdV\qroaZXw\]r_ xyz_

ijsu_ ijsi_ ls_

#! 0B!R

>B@##Q

?@C!>

B{$BB

AB|#C!!B

ABC56$!CQB?@

>!#A>!>>">

!;>B

@##Q

(13)

4

56 !"#$%

&###' #'#'(!()* &! "+'&(( ,$- !"#$

%.,()#'/(/(!

0,#" +#'(!'(1!'"+'0,#" + ,#&##!(0 # !" !"0#,$,( '(1#'000$()#'0,#" + /(0&##!(0 #(#'"., 0 ,(&/(.!#'##'" "#",0 #("! /(!0!&$#'(! "+'&(1"#'#' 0( 0/#()561",,/(!0((/#", 0,#" +,##' #'(! "+'&( 1"#'0(" #,( 2"#'#' ()56"#'!#" #"( () "+'&( 1,,#'," 3#0#() #"0 ! (0"#". ,#"( '"/ &#1 !(0 #1",,&#3 " #(00( #4

,#'(+'( +#'!(0 #!( (#

'.#'1(!0'"",(0( "# # 1"#'#'()#'0( 0/#()," 3#'#)" ! ,#"( '"/&#1 !(0 ##'#'. #' "+'&(4,#'(+' (#'" +" 0(( 1(!"#$()'"+'.,),0# #'/"#$()0,#4#'&##41'"0' #'##'0,#0( #" (#()#' !(0 ##'#//(!#(&/#() #'0,#"#$.,()#'/(/(! #'(!"!"0#,$/(/(#"( ,#(#'.,

()#'

0&,-,('(1#'##'* ,+("#'&! "+'&(1"#'565" ,#".,$,( +0(/##"( #"6" #% 0(/!1"#'#'* ,+("#'&! "+'&(" #%#(/)(!(0 # 0,#" +0'"" !"0##'##'//,"0#"( ()#'56#'(!" !#" " +#' "+'&(1",," 0#'#"#(!( 0,#" +0'())#,0#"( #'(!,(!( (#"+ ")"0 #,$!0 0(/#" +#"4+". #'##'#'(!//,"! 561",,,('// #.0#( )##'##(&!" #'0,#" +

/(0

789 :;<=>?@A;<@9

0'"//'/(/(! 1#'(!

)(0,#" +!(0 #1"#'#'* ,+("#'#'##'0( 0/#() "+'&( 1"#'56B$,((3" +##'.,()#'

!"#$4#'()*

,+("#'#'##'0( 0/#() "+'&( 1"#'56)(0,#" +!(0 #/(.!#( &&###' #'* " +#'0( 0/# () "+'&(1"#'(#560',#,( " !"0# #'# #' !!"#"( () #"0 //(0'" #'/(0()!#" " + "+'&( !," 30 "/(.#'5,"#$() !(0 #0,#" +,#

()#'!.,(/ #4#'() (/#""C#"( ,+("#'0'+ #"0 ,+("#'4 # 0(,( $4 /#"0, 1

(/#""C#"( 4&0(,( $4 !(#'40 & //,"! #( 00,# #' /(0 () !#" " +#' "+'&( !,(/. # #'* ,+("#'#(/(!0,(0, (/#",(,#"( /#""C#"( ()56",( D/0#!#("/(.#'5,"#$()!(0 # 0,#" +,#

E89 FGHGIG<=G@9

9&!,,394J3"24K"0',54K"( K4 L% 2.,#"( ! (/"( () ( 0/#B! !7MB!0D# ,#" +" +5K06K6K9M&(#($ 67654N(/'("O "."#$

"4P4(#(3424%(0 #,#" + 9 ,$"B!( 1$&"!5Q* 9,+("#'RSTUVWXYSZY[S\]T^_UY`ab_Va_cY d`]_abWXYeccT_fgL66

M'4548#(+"484! 5'"4%8*g (&#0,#" +,+("#')(0#+("0, ##"&#YeVZSU\W^bSVY`hc^_\c%6-i 6

1#"+ 4N94jL%,#" +9,+("#'71 k(3gN(' 2",$ !5( 46 0

N" 49*4K#$4K74 !,$ 4N44jjj% #,#" +g98."1l[mY[S\]T^bVnY `TUo_h4(,6447(64//-66

*#"$47'!'"4K54%B"0#" +* K 9,+("#' )( 0D# ,#" + eV^_UVW^bVWXYRSTUVWXYSZYlpoWVa_Yq_c_WUarYbVY [S\]T^_UY`ab_Va_4(,47(

*1,4K546%9"#"0,8."1()*K 0D# ,#" + 9,+("#' eV^_UVW^bVWXY RSTUVWXYSZYlpoWVa_Yq_c_WUarYbVY[S\]T^_UY `ab_Va_4(,-47(j

(44k s 445(( 44j%0D# (0 #,#" +B! 7"+'&( RSTUVWXYSZYtW^WYuYvVSwX_pn_YxVnbV__UbVn4 44L4i4

K' !464%2 ' 0!( )"D5#"//" + 5#9 !9 #9,+("#'(,")$" + 71(0 #6 6 !( " ++ yr_Y z^rY eV^_UVW^bSVWXY [SVZ_U_Va_Y SVY eVZSU\W^bSVYuY[S\\TVbaW^bSVYy_arVSXSnhY WVpY`hc^_\cY65574j--

80' "4949")" 4J444%*,")"3" *#+("! 6! #")"3"0(/"3/!9#"3, B"# B&' 6 !( " 5&$g 6 #"## 03 (,(+" 5/,' 7(/& 5&$46 !( "

5' 4K4! !(48j%9 2))"0" # * 9,+("#'6 #+#!2"#'N00! "# 0K)((0 #,#" + {bUc^Y lcbWVY |b\WXWhWcY eV^_UVW^bSVWXY [SVZ_U_Va_YSVY[S\]T^bVnYuY}USa_ccbVn 5( +424 !34544j%M #"0

,+("#')(#D#0,#" +&!( ,# # #"0 " !D" + [S\]T^_UcY WVpY mW^r_\W^bacYwb^rYl]]XbaW^bSVcL44j44jL 5( +424 !34544L%9 (., !(0 #0,#" +(!,&!( ,# # #"0 ,$"}USa__pbVnYSZY^r_YyrbUpY eV^_UVW^bSVWXY [SVZ_U_Va_Y SVY `_\WV^bac~Y vVSwX_pn_YWVpYUbp4L4//6ji- 5#" &0'4K4*$/"4M4! *44

(14)

44

0 !"#$$%&'() *$+,-&'&'() ."!/01"23)455)67778

9:;<=8<>:?@A<B8CDE82FA?:G:H I;?I:G;FA:?;;JGIH?I?; JI;J;?H;FIGI?K<-L#1&'$) M$L!'&'()NNCOEO44POO48

9<8<Q:;<R8<C44E88SIJHJ<::?I@;JIJSHJ 0?FTKIK5I?:IK@;FI :IK;?U:I;8 V$W$',1) X',$!'L,&"'LY) Z"'[$!$'#$)"')V$\L',&#03)4'"]Y$%($3)L'%) ^!&%0<_OS`

(15)

Referensi

Dokumen terkait

Karena kebanyakan anak sekolah menu makan paginva berupa nasi bungkus yang dibeli, sedangkan bentuk menu nasi bungkus kurang memenuhi kaidah gizi seimbung, k*..nu jumlah

sesuatu yang tidak ada pengetahuanmu tentang itu, maka janganlah kamu mengikuti keduanya, dan pergaulilah keduanya di dunia dengan baik, dan ikutilah jalan orang

Terima kasih atas kekompakan, kebersamaan dan kekeluargaan dalam kuliah di Kampus. Untuk adik- adik kelas yang sudah membantu dan mendukung kakak kelasnya

melakukan kemahiran guling hadapan dengan teknik yang betul. Kognitif: Tahu dan memahami cara. melakukan lakuan guling hadapan.. Afektif:

Kesimpulan yang dapat diperoleh adalah kemampuan responden yaitu mahasiswa asing (mahasiswa kelompok propinsi Thailand Selatan) dalam memahami percakapan (baik

Cara bagi hasil yang dilakukan disana dengan sistem kebiasaan di masyarakat, yaitu pemilik tanah menyediakan tanah dan menyediakan biaya yang diperlukan penggarap, dan penggarap

Karakteristik metode Yasiniyah yang dilihat dari aspek filosofi, sistem pengelolaan kelas, materi (kurikulum) dan teknik, sistem evaluasi dan sistem nilai. Filosofi

A reasonable plan of action would be to focus attention on the basic components (Land Use Change, Forest Inventory, Tim- ber Market) initially. Once these are functioning, the