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7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
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IJLNA VNDVN]@ LG\G MGVINKDD^KGCGK
AJD@]\@ M VNDVN]]@JK
Agpjrgk \udgs Gco`r ]ninstnr
Igtg cua`go Dnknrga`znl A`kngr Ijlna
Jano2
E`cr` ]uklgrg
78776880
XVJDVGI ]\^L@ IG\NIG\@CG
EGC^A\G] IG\NIG\@CG LGK @AI^ XNKDN\GO^GK GAGI
@K]\@\^\ \NCKJAJD@ FGKL^KD
687>
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7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
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FGF @
XNKLGO^A^GK
7.7 Agtgr Fnagcgkd
Fnrlgsgrcgk lgtg ygkd pnkua`s pnrjano, pnkua`s tnrtgr`c uktuc inijlnacgk
snfnrgpg fnsgr prjfgf`a`tgs snsnjrgkd lnkdgk cgrgctnr`st`c tnrtnktu inkdgbucgk cag`i
gtgu t`lgc lgagi gsurgks` cnklgrggk fnrijtjr. Ogkyg lnkdgk inkdntgou` cgrgctnr`st`c
mgajk pnindgkd pja`s, c`tg lgpgt inipnrc`rgcgk gpgcgo mgajk pnindgkd pja`s tu gcgk
inkdgbucgk cag`i gtgu t`lgc. Lgtg ygkd l`dukgcgk glgago lgtg ygkd sulgo l`pnrjano
lgr` fucu Dnknrga`znl A`kngr Ijlna ejr @ksurgkmn Lgtgygkd l`tua`s jano X`nt ln Bjkd
lgk D`aa`gk R. Onaanr. Lgtg ygkd gcgk l`jago inrupgcgk lgtg gsurgks` cnklgrggk
fnrijtjr ygkd l`mgtgt snagig sgtu tgouk (tgouk 688< sgipg` 688>) ygkd tnrl`r` lgr`
54?>5 pja`s l`igkg
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7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
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FGF @@
AGKLG]GK \NJV@
6.7 Ugr`gfna Cgtndjr`cga
Ugr`gfna cgtndjr`cga inrupgcgk vgr`gfna o`tukd ygkd fnrupg cgtndjr` lgtg lgk
fnrs`egt t`lgc lgpgt l`agcucgk jpnrgs` igtnigt`cg. Ugr`gfna cgtndjr`cga l`fgd` lgagi
t`dg bnk`s, yg`tu2
6.7.7 Ugr`gfna Cgtndjr`cga F`knr
Ugr`gfna cgtndjr`cga f`knr glgago bnk`s vgr`gfna cgtndjr`cga ygkd ogkyg
ini`a`c` lug bgwgfgk. Mjktjokyg bnk`s cnagi`k. ]nsnjrgkd lgpgt fnrbnk`s
cnagi`k agc`-agc` gtgu pnrnipugk.
6.7.6 Ugr`gfna Cgtndjr`cga Kji`kga
Ugr`gfna cgtndjr`cga kji`kga glgago bnk`s vgr`gfna cgtndjr`cga ygkd
ini`a`c` anf`o lgr` lug bgwgfgk tgkpg inipnrogt`cgk t`kdcgtgkkyg.
Mjktjokyg djajkdgk lgrgo. ]nsnjrgkd lgpgt ini`a`c` djajkdgk lgrgo fnrbnk`s
G/F/GF/J, kgiuk djajkdgk lgrgo G fucgk fnrgrt` anf`o fg`c lgr`pglg
djajkdgk lgrgo F fnd`tu puag ygkd ag`kkyg. Bgl`, cnnipgt bgwgfgk tnrsnfut
sgig t`kdcgtgkkyg.
6.7.= Ugr`gfna Cgtndjr`cga Jrl`kga
Ugr`gfna cgtndjr`cga jrl`kga glgago bnk`s vgr`gfna cgtndjr`cga ygkd
ini`a`c` anf`o lgr` lug bgwgfgk lnkdgk inipnrogt`cgk t`kdcgtgkkyg.Mjktjokyg t`kdcgt aucg ygkd l`gagi` lgagi cnmnagcggk (72 r`kdgk, 62 snlgkd, =2
fnrgt).
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7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
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6.6 Dnknrga` znl A `kngr Ijlna(DAI)
Dnknrga`znl a`kngr ijlna (DAI) inrupgcgk snfugo intjln uktuc ina`ogt
oufukdgk gktgrg vgr`gfna rnspjk (vgr`gfan fnfgs) lnkdgk vgr`gfna prnl`ctjr (vgr`gfan
tnr`cgt). Ugr`gfna rnspjk glgago vgr`gfna ygkd l`p`a`o uktuc l`gigt` pnrufgogkkyg
gc`fgt lgr` pnrufgogk vgr`gfna-vgr`gfna ag`k l`igkg vgr`gfna-vgr`gfna ag`k `tu
l`kgigcgk vgr`gfna prnl`ctjr. ]no`kddg, Oufukdgk `k` lgpgt c`tg a`ogt inagau`
pnrufgogk ygkd tnrbgl` pglg vgr`gfna rnspjk cnt`cg vgr`gfna prnl`ctjr budg fnrufgo.
Xni`a`ogk vgr`gfna prnl`ctjr pglg uiuikyg l`gsuis`cgk inkurut ajd`cg lgr` egctg
ygkd tnrbgl`, cniul`gk pnkdgruokyg tnroglgp vgr`gfna rnspjk gcgk l` mnc inagau`
prjsns snancs` vgr`gfna.
Lug oga ygkd ogrus l`pnrogt`cgk lgagi inkddukgcgk intjln `k`, yg`tu27. l`str`fus` vgr`gfna rnspjk inrupgcgk gkddjtg lgr` l`str`fus` cnaugrdg ncspjknks`ga,
6. trgksejrigs` k`ag` ingk uktuc vgr`gfna rnspjk ini`a`c` oufukdgk ygkd a`k`nr
tnroglgp vgr`gfan-vgr`gfna prnl`ctjrkyg.
6.6.7 L`str`fus` Cnaugrdg Ncspjknks`ga
L`str`fus` ygkd inrupgcgk gkddjtg l`str`fus` cnaugrdg ncspjknks`ga
ini`a`c` eukds` pnaugkd ygkd lgpgt l`tua`scgk cn lgagi fnktuc
9 , nxp l`igkg l`snfut pgrgintnr cgkjk`c lgk l`snfut pgrgintnr l`spnrs`.Xni`a`ogk lgk eukds` gcgk inipnkdgruo` bnk`s l`str`fus`kyg. ^ktuck`ag` ingklgk vgr`gks`kyg lgpgt l`tua`s
9 9
l`igkg turukgk pnrtgig tnroglgp lgk turukgk cnlug tnroglgp . C`tg budg lgpgt inkua`scgk 9 9 ygkd inrupgcgkeukds` vgr`gks` ygkd inipnra`ogtcgk oufukdgk ingk lnkdgk vgr`gks`kyg.
Mjktjo lgr` l`str`fus` cnaugrdg ncspjknks`ga glgago l`str`fus` kjriga, l`str`fus`
pj`ssjk, l`str`fus` dgiig, lgk l`str`fus` f`kji`ga.
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6.6.7.7 A`kclgk Mgkjk`mga A `kc
\nago l`bnagscgk snfnauikyg fgowg trgksejrigs` k`ag` ingk
uktuc vgr`gfna rnspjk ini`a`c` oufukdgk ygkd a`k`nr tnroglgp vgr`gfan-
vgr`gfna prnl`ctjrkyg gtgu lgpgt c`tg tua`s
9 l`igkg eukds` trgksejrigs` `k` l`snfut snfgdg` eukds` a`kc. Eukds` `k`inknktucgk oufukdgk ygkd snpnrt` gpg gktgrg ingklnkdgk vgr`gfna-
vgr`gfna prnl`ctjrkyg. Gpgf`ag 9 , igcg eukds` trgksejrigs` `k` l`kgigcgk mgkjk`mga a`kc. Fnr`cut `k` fnfnrgpg eukds` a`kc ygkd
uiui l`dukgcgk.
6.6.6 L`str`fus` Fnrkjuaa` ]nfgdg` ]gago ]gtu Gkddjtg Cnaugrdg Ncspjknks`ga
I`sgacgk P glgago vgr`gfna rnspjk fnrl`str`fus` Fnrkjuaa` (F7, ).Eukds` pnaugkd lgr` P glgago
9 9
7
9
7 9 nxp { a k
+ a k7 }
lgk l`lgpgt
, 9 7, 9 7, 9ak 7 , 9 ak7 + sno`kddg l`str`fus` Fnrkjuaa` inrupgcgk sgagi sgtu gkddjtg lgr` l`str`fus` cnaugrdg
ncspjknks`ga.
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6.6.= Fgsn AnvnaUgr`gfna Cgtndjr`cga
Fgsn anvnal`pnraucgk b`cg vgr`gfna prnl`ctjr ygkd l`dukgcgk inrupgcgk
vgr`gfna cgtndjr`cga. Dukgkyg snfgdg` lgsgr pnkducurgk uktuc
inifgkl`kdcgk anvna (cgtndjr`) ag`k ygkd tnriugt pglg vgr`gfna cgtndjr`cga
ygkd sgig.Fgsn anvnaygkd l`p`a`o inrupgcgk anvna (cgtndjr`) ygkd ini`a`c`
buiago erncunks` tnrfgkygc lgagi vgr`gfna cgtndjr` tnrsnfut. ]nag`k `tu puag,
lgagi inifgkduk ijlna `k` l`futuocgk vgr`gfna luiiy. I`sgacgk snfugo
vgr`gfna cgtndjr`cga ini`a`c` r anvna, igcg l`futuocgk vgr`gfna luiiy
snfgkygc r-7 vgr`gfna. Ugr`gfna luiiy l`fnktuc lgr` anvna-anvna (cgtndjr`-
cgtndjr`) ygkd fucgk inrupgcgk fgsn anvna.
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FGF @@@
GKGA@]@] LGK OG]@A XNKNA@\@GK
=.7 Ugr`gfna Vnspjk lgk Ugr`gfna Xrnl`ctjr pglg Lgtg
Ugr`gfna rnspjk glgago vgr`gfna ygkd l`p`a`o uktuc l`gigt` pnrufgogkkyg gc`fgt
lgr` pnrufgogk vgr`gfna-vgr`gfna ag`k l`igkg vgr`gfna-vgr`gfna ag`k `tu l`kgigcgk
vgr`gfna prnl`ctjr. Jano cgrnkg `tu, vgr`gfna rnspjk ygkd l`p`a`o lgr` lgtg `k` glgago
vgr`gfna maiygkd inkygtgcgk jmmurrnkmn je g mag`i. Xni`a`ogk vgr`gfna mai snfgdg`
vgr`gfna rnspjk budg l`pnkdgruo` jano tubugk gwga, yg`tu inknktucgk ijlna rndrns`ygkd mjmjc uktuc inkdnst`igs` prjfgf`a`tgs snsnjrgkd lnkdgk cgrgctnr`st`c tnrtnktu
inkdgbucgk cag`i gtgu t`lgc lgagi gsurgks` cnklgrggk fnrijtjr. Ugr`gfna mai `k`
tnrigsuc cn lgagi vgr`gfna cgtndjr`cga f`knr l`igkg
82 inkygtgcgk snsnjrgkd t`lgc inkdgbucgk cag`i, lgk
72 inkygtgcgk snsnjrgkd inkdgbucgk cag`i
gtgs gsurgks` cnklgrggk fnrijtjrkyg. Glgpuk vgr`gfna-vgr`gfna ag`k ygkd inkbgl`
vgr`gfna prnl`ctjrkyg, yg`tu
gdnmgt2 cgtndjr` us`g pnkdniul` ygkd tnrl`r` lgr` 5 cgtndjr` (7, 6, =, , 5) l`igkg
cgtndjr` 7 ygkd pga`kd iulg,
grng2 w`agygo tnipgt t`kddga pnkdniul` ygkd tnrl`r` lgr` 5 cgtndjr` (G, F, M, L, N, E),
vnoZfjly2 cgtndjr` t`pn fglgk cnklgrggk ygkd tnrl`r` lgr` 7= cgtndjr` yg`tu
j F^],
j MJKU\2 mjkvnrt`fan,
j
MJ^XN,
j OFGMC2 ogtmofgmc,
j OL\JX2 ogrltjp,
j IMGVG2 ijtjr`znl mgrgvgk,
j I@F^]2 i`k`fus,
j XGKUK2 pgkna vgk,
j VL]\V2 rjglstnr,
j
]NLGK,
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7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
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j ]\KTD2 stgt`jk wgdjk,
j \V^MC, lgk
j ^\Nut`a`ty,
vnoZvgaun2 inkygtgcgk ogrdg cnklgrggk lgagi sgtugk 78.888 ljagr.
=.6 ]tgt`st`cg Lnscr`pt`e lgk Fgsn Anvna
7. Ugr`gfna gdnmgt
Xglg o`stjdrgi l`sgip`kd, tnra`ogt fgowg
pja`s snfgd`gk fnsgr fnrglg pglg cgtndjr`
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=. Ugr`gfna vnoZfjly
Xglg o`stjdrgi l`sgip`kd, tnra`ogt fgowg pja`s snfgd`gk fnsgr ini`a`c`
cnklgrggk lnkdgk t`pn fglgk ]NLGK. Grt`kyg erncunks` cgtndjr` ]NLGK anf`o fnsgr
l`fgkl`kdcgk cgtndjr`-cgtndjr` ag`k, bgl` cgtndjr` ]NLGK l`igsuccgk snfgdg` fgsn
anvnauktuc vgr`gfna vnoZfjly.
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\nra`ogt fgowg k`ag` ingkanf`o fnsgr lgr` k`ag` inl`gk. @k` inkukbuccgk
fgowg glg fnfnrgpg ogrdg cnklgrggk ygkd rnagt`e t`kdd` (igoga).
Cniul`gk fjxpajtlgr` jmmurrnkmn je mag`itnroglgp ogrdg cnklgrggk (vno`man
vgaun) inipnra`ogtcgk pnindgkd pja`s ygkd ini`a`c` ogrdg cnklgrggk ygkd
vgr`gks`kyg anf`o fnsgr mnklnrukd t`lgc inkdgbucgk cag`i. Oga `k` iukdc`k tnrbgl`
cgrnkg ogrdg cnklgrggk ygkd t`kdd` (igoga) bgrgkd uktuc rusgc. ktuc ogrdg cnklgrggk
ygkd rnagt`e rnklgo, pnindgkd pja`s mnklnrukd uktuc inkdgbucgk cag`i.
Drge`c l`gtgs inkukbuccgksmgttnrpajtuktucsijjtonl lgtg, ijlna cuglrgt`c,
lgk ijlna cuf`c. Xglgsmgttnrpajtuktucsijjtonl lgtg tnra`ogt fgowg ogrdg cnklgrggk
t`lgc fnroufukdgk snmgrg a`k`nr lnkdgk jmmurrnkmn je mag`i. Jano cgrnkg `tu iukmua
pnrc`rggk fgowg ijlna rndrns` ygkd iukdc`k mjmjc glgago ijlna cuglrgt`c gtgu
cuf`c. ]ntnago l`agcucgk rndrns` pja`kji`ga fnrlnrgbgt lug lgk t`dg l`igkg vgr`gfna
rnspjkkyg mai lgk vgr`gfna prnl`ctjrkyg vnoZvgaun (tnrlgpgt pglg fucu Dnknrga`znl
A`kngr Ijlna ejr @ksurgkmn Lgtgygkd l`tua`s jano X`nt ln Bjkd lgk D`aa`gk R. Onaanr),
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ijlna cuglrgt`c ygkd tnra`ogt anf`o mjmjc l`fgkl`kdcgk lnkdgk ijlna cuf`c. Gcgk
tntgp`, pglgsmgttnrpajtl`gtgs, tnra`ogt puag ijlna cuglrgt`c `k` t`lgc mjmjc uktuc k`ag`
cnklgrggk ygkd t`kdd`. Jano cgrnkg `tu, l`agcucgkago fgkl`kd. C`tg gcgk
inkdcgtndjr`cgk vgr`gfna vnoZvgaun inkbgl` 5 cgtndjr` lgk inifugtkyg inkbgl`
vgr`gfna fgru yg`tu vgr`gfna vgaunmgt.
Ogs`a fgkl`kd pglg smgttnrpajt l`gtgs inkukbucgk fgowg vgr`gfna vgaunmgt
anf`o mjmjc uktuc lgtgkyg l`fgkl`kdcgk ijlna cuglrgt`c snfnauikyg ygkd
inkddukgcgk vgr`gfna vnoZvgaun snfgdg` vgr`gfna prnl`ctjr tgkpg fgkl`kd. Jano
cgrnkg `tu, vgr`gfna vgaunmgt gcgk inkddgkt`cgk vgr`gfna vnoZvgaun snfgdg` vgr`gfna
prnl`ctjrkyg.
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Xglg o`stjdrgi l`sgip`kd, tnra`ogt
fgowg pja`s snfgd`gk fnsgr ini`a`c`
cnklgrggk lnkdgk ogrdg pglg cgtndjr` 7.
Grt`kyg erncunks` cgtndjr` 7 anf`o fnsgr
l`fgkl`kdcgk cgtndjr`-cgtndjr` ag`k, bgl`
cgtndjr` 7 l`igsuccgk snfgdg` fgsn anvna
uktuc vgr`gfna vgaunmgt.
Cgrnkg sniug vgr`gfna prnl`ctjrkyg inrupgcgk vgr`gfna cgtndjr`cga, igcg
uktuc inijlnacgk lgtg `k` l`pnraucgk sugtu fgsn anvnaygkd sulgo l`p`a`o l`gtgs lgk
budg pnifugtgk vgr`gfna luiiy. Bgl`, vgr`gfna luiiyuktuc vgr`gfna gdnmgt fnrbuiago
> vgr`gfna, vgr`gfna luiiyuktuc vgr`gfna grng fnrbuiago > vgr`gfna, vgr`gfna luiiy
uktuc vgr`gfna vnoZfjly fnrbuiago 76 vgr`gfna, lgk vgr`gfna luiiyuktuc vgr`gfna
vgaunmgt fnrbuiago > vgr`gfna. ]no`kddg buiago vgr`gfna luiiyuktuc snauruo vgr`gfna
prnl`ctjr glgago 64 vgr`gfna.
=.= Xnijlnagk Inkddukgcgk Ajd`st`m Vndrnss`jk
Ugr`gfna rnspjk (mai) inrupgcgk vgr`gfna cgtndjr`cga f`knr sno`kddg sgkdgt
mjmjc lnkdgk s`egt l`str`fus` Fnrkjuaa`, yg`tu ogkyg ini`a`c` lug cniukdc`kgk
cnbgl`gk ygkd sga`kd anpgs. Lgpgt l`s`ipuacgk fgowg vgr`gfna mai fnrl`str`fus`F7, , l`igkg glgago pnaugkd snsnjrgkd inkdgbucgk cag`i. Cgrnkg vgr`gfnarnspjkkyg fnrl`str`fus` Fnrkjuaa`, igcg l`p`a`o eukds` a`kc ajd`t sno`kddg ak snfgdg` mgkjk`mga a`kc. ^ktuc l`str`fus` Fnrkjuaa`, k`ag` 9 .
]ulgo l`bnagscgk fgowg tnrlgpgt 64 vgr`gfna luiiy uktuc ijlna `k`. C`tg
i`sgacgk2
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inkygtgcgk uiur pnindgkd pja`s lnkdgk cgtndjr` us`g 7,inkygtgcgk uiur pnindgkd pja`s lnkdgk cgtndjr` us`g 6,inkygtgcgk uiur pnindgkd pja`s lnkdgk cgtndjr` us`g =,
inkygtgcgk uiur pnindgkd pja`s lnkdgk cgtndjr` us`g >,inkygtgcgk uiur pnindgkd pja`s lnkdgk cgtndjr` us`g 5,inkygtgcgk w`agygo tnipgt t`kddga pnindgkd pja`s lnkdgk cgtndjr` grng G,inkygtgcgk w`agygo tnipgt t`kddga pnindgkd pja`s lnkdgk cgtndjr` grng F,inkygtgcgk w`agygo tnipgt t`kddga pnindgkd pja`s lnkdgk cgtndjr` grng L,inkygtgcgk w`agygo tnipgt t`kddga pnindgkd pja`s lnkdgk cgtndjr` grng N,inkygtgcgk w`agygo tnipgt t`kddga pnindgkd pja`s lnkdgk cgtndjr` grng E,
inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` F^],
inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` MJKU\,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` MJ^XN,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` OFGMC,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` OL\JX,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` IMGVG,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` I@F^],
inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` XGKUK,
inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` VL]\V,,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` ]\KTD,,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` \V^MC,,inkygtgcgk pnindgkd pja`s lnkdgk t`pn fglgk cnklgrggk cgtndjr` ^\N,inkygtgcgk ogrdg cnklgrggk lnkdgk cgtndjr` 6,inkygtgcgk ogrdg cnklgrggk lnkdgk cgtndjr` =,
inkygtgcgk ogrdg cnklgrggk lnkdgk cgtndjr` , lgkinkygtgcgk ogrdg cnklgrggk lnkdgk cgtndjr` 5.Bgl`, ijlna ygkd gcgk l`fgkduk glgago
9 + + + + + ++ + + ,+ + + .
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Lnkdgk inkddukgcgk sjetwgrn ]G], gcgk l`fugt ijlna rndrns`kyg. Fnr`cut glgago
ogs`a jutput ]G] uktuc ijlna rndrns`kyg.
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Cntnrgkdgk2
Igcsul lgr` mai 9 7 pglg Vnspjksn Xrje`an l`gtgs glgago c`tg ini`a`o
pgrgintnr snfgdg` pnaugkd fgowg pnindgkd pja`s inkdgbucgk cag`i.
Xglg Magss Anvna @kejrigt`jk, igtr`cs tnrsnfut glgago lns`dkigtr`cskyg. Xglg Gkgays`s je Igx`iui A`cna`ojjl Nst`igtn, fgd`gk Nst`igtn glgago
nst`igs` k`ag` uktuc , , , . Xglg \ypn = Gkgays`s je Neenmt, uktuc inkdub` s`dk`e`cgks` vgr`gfna-vgr`gfna
prnl`ctjr tnroglgp ijlna rndrns`kyg.
Xglg Jlls Vgt`j Nst`igtn, inkukbuccgk prjpjrs` pnaugkd snsnjrgkd
inkdgbucgk cag`i lnkdgk pnaugkd snsnjrgkd t`lgc inkdgbucgk cag`i, yg`tu
7 .Mjktjokyg pglg gdnmgt 7 vs
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7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
19/21
FGF @U
Cns`ipuagk lgk ]grgk
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7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
20/21
LGE\GV X^]\GCG
Onaanr, D`aa`gk R. lgk X`nt ln Bjkd. 688?. Dnknrga`znl A`kngr Ijlna ejr @ksurgkmn Lgtg.
Knw Pjrc2 Mgifr`ldn ^k`vnrs`ty Xrnss
Ogpsgr`, @klgo Kur`kg E`tr`. 687
Enray, Galj. 687=.Xjbjc ]tgt`st`c2 Inigogi` Ugr`gfna.ottp2//www.galjenray.mji/pjbjc-
stgt`st`c-inigogi`-vgr`gfna/ (L`gcsns pglg 7= In` 687>)
http://www.aldoferly.com/pojok-statistik-memahami-variabel/http://www.aldoferly.com/pojok-statistik-memahami-variabel/http://www.aldoferly.com/pojok-statistik-memahami-variabel/http://www.aldoferly.com/pojok-statistik-memahami-variabel/ -
7/21/2019 Membangun Model Regresi Menggunakan Logistic Regression
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AGIX@VGK
O`stjdrgi Ugr`gfna Gdnmgt
XVJM DMOGV\ LG\G9E`csuk.Mgr3UFGV gdnmgt/KGIN9"Gdn Mgtndjry" \PXN9EVNW
IG_@]9G_@]7 I@LXJ@K\]9 7 tj 5 fy 73
agfna gdnmgt9"gdn mgtndjry"3ruk3
O`stjdrgi Ugr`gfna Grng
XVJM DMOGV\ LG\G9E`csuk.Mgr3UFGV grng/KGIN9"Grng" \PXN9EVNW
IG_@]9G_@]73agfna grng9"Grng"3
ruk3
O`stjdrgi Ugr`gfna UnoZFjly
XVJM DMOGV\ LG\G9E`csuk.Mgr3
UFGV vnoZfjly/KGIN9"vnoZfjly" \PXN9EVNWIG_@]9G_@]73
agfna vnoZfjly9"vnoZfjly"3ruk3
O`stjdrgi Ugr`gfna UnoZUgaun
XVJM ^K@UGV@G\N lgtg9E`csuk.Mgr3o`stjdrgi vnoZvgaun3ruk3
Fjxpajt Ugr`gfna UnoZUgaun
syifja `ktnrpja9fjxt3
prjm dpajt lgtg9E`csuk.Mgr3
pajt vnoZvgaun*mai3
ruk3
Xnijlnagk Inkddukgcgk Ajd`st`m Vndrnss`jk
LG\G Es.Mgr3
]N\ Es.Mgr3vgaunmgt 9 .3
@E (vnoZvgaun196.>) \ONK vgaunmgt 9 73
@E (6.>1vnoZvgaun19>) \ONK vgaunmgt 9 63
@E (>1vnoZvgaun194.>) \ONK vgaunmgt 9 =3
@E (4.>1vnoZvgaun1978) \ONK vgaunmgt 9 ) \ONK vgaunmgt 9 >3
@E (vnoZvgaun;76.>) \ONK vgaunmgt 9 53V^K3
Xrjm ajd`st`m lgtg9E`csuk.Mgr lnsmnkl`kd3
magss gdnmgt(rne9"