influence of selection on structure learning in markov network edas: an empirical study

8/2/2019 Influence of selection on structure learning in Markov network EDAs: An empirical study

http://slidepdf.com/reader/full/influence-of-selection-on-structure-learning-in-markov-network-edas-an-empirical 1/22

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\2^ C- D- G- Orixmjdd- Ntj{gpcrgc{d Ncrlip Md{xirl ìr @g{md Nikdjjgmh gm cm D{gnc{gim i` Kg{rgot{gim Cjhirg{en - QeK {edg* _iodr{ Hirkim Tmgpdrg{w*

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Gmtdmbd i` djdb{gim im {rtb{trd jdcrmgmh gm Ncrlipmd{xirl DKC6 Cm dnqgrgbcj {tkw- [dbemgbcj _dqir{NDKCJ _dqir{ Mi- ?13?110* Ngitrg D{gnc{gim i` Kg{rgot{gim Cjhirg{en Jcoirc{irw* Tmgp- i` Ngitrggm R{- Jitg* ?13?- Imjgmd6e{{q6))ndkcj.jco-irh)ffijd)?13?110-qk`-

\4^ C- D- G- Orixmjdd* F- C- X- NbBcjj* R- L- Reclwc* cmkS- Vecmh- R{rtb{trd Jdcrmgmh cmk Iq{gngc{gim gm cNcrlip.md{xirl ocdk D{gnc{gim i` Kg{rgot{gimCjhirg{en- Gm Qribddkgmh i` {ed GDDD Bimhrd im Dpijt{gimcrw Binqt{c{gim %BDB ?117'* qchd;;8‒;4;* [rimkedgn* Mirxcw* ?117- GDDD Qrd-

\0^ C- D- G- Orixmjdd* F- C- X- NbBcjj* S- Vecmh* cmkK- Orixm- Cqqricbed {i Rdjdb{gim cmk {edgr dfi db{ im@g{md Nikdjgmh gm cm D{gnc{gim i` Kg{rgot{gimCjhirg{en- Gm Qrib- i` {ed GDDD Xirjk Bimhrd im Binqt{c{gimcj Gm{djjghdmbd %BDB ?115'* qchd ?0?3‒?0?5* Eimh Limh* Begmc* ?115- GDDD Qrd-

\8^ F- R- kd Oimd{* B- J- Godjj Fr-* cmk Q- Pgijc- NGNGB6@gmkgmh iq{gnc ow d{gnc{gmh qriocogjg{w kdmg{gd- GmN- B- Nivdr* N- G- Firkcm* cmk [- Qd{bed* dkg{ir*Ckpcmbd gm Mdtrcj Gmìrnc{gim Qribdgmh Rw{dn*3778-

\5^ B- Dbedhiwdm* F- Jivcmi* _- Rcm{cmc* cmkQ- Jcrrcmchc- Ducb{ Ocwdgcm md{xirl jdcrmgmh gmd{gnc{gim i` kg{rgot{gim cjhirg{en- Gm Qribddkgmh

i` {ed GDDD Bimhrd im Dpijt{gimcrw Binqt{c{gim %BDB ?118'* qchd 3143‒3145* dq{- ?118-

\7^ N- Ectbegjk cmk N- Qdjglcm- Cm gm{riktb{gim cmktrpdw i` d{gnc{gim i` kg{rgot{gim cjhirg{en- Rxcrn cmk Dpijt{gimcrw Binqt{c{gim * 3%2'6333 ‒ 3?5* ?133-

\31^ N- Ectbegjk* N- Qdjglcm* L- Rc{rw* cmk B- Jgnc-Cmcjwvgmh qriocogjg{gb nikdj gm egdrcrbegbcj OIC-GDDD [rcmcb{gim im Dpijt{gimcrw Binqt{c{gim *3263377‒3?38* Kdbdnodr ?117-

\33^ W- Eimh* H- Vet* R- Lximh* cmk S- _dm- D{gnc{gimi` kg{rgot{gim cjhirg{en nclgmh td i` oi{e eghestcjg{w cmk jix stcjg{w gmkgpgktcj- Gm GDDD Gm{drmc{gimcj Bim`drdmbd im @tvvw Rw{dn%@TVV.GDDD ?117'* qchd 3510‒3532* Ctht{ ?117-

\3?^ J- Lcjjdj* O- Mctk{* cmk _- _ddpd- Qriqdr{gd i` ffi{md `tmb{gim cmk dcrbe jcmkbcqd- Gm J- Lcjjdj*O- Mctk{* cmk C- _ihdr* dkg{ir* [edird{gbcj Cqdb{i` Dpijt{gimcrw Binqt{gmh * qchd 388‒?15- RqrgmhdrPdrjch* ?111-

\32^ Q- Jcrrcm̊chc cmk F- C- Jivcmi- D{gnc{gim i` Kg{rgot{gim Cjhirg{en6 C Mdx [iij ìr Dpijt{gimcrw Binqt{c{gim - Ljtxdr Cbckdngb Qtojgedr* Oi{im*?11?-

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\34^ B- @- Jgnc* @- H- Jioi* N- Qdjglcm* cmk K- D-Hijkodrh- Nikdj cbbtrcbw gm {ed Ocwdgcmiq{gngvc{gim cjhirg{en- Ri`{ Binqt{gmh *34%8'63243‒3283* ?131-

\30^ F- C- Jivcmi* Q- Jcrrcm̊chc* G- Gmvc* cmk

D- Odmhid{udc- [ixcrk c Mdx Dpijt{gimcrw Binqt{c{gim6 Ckpcmbd im D{gnc{gim i` Kg{rgot{gim Cjhirg{en %R{tkgd gm @tvvgmd cmk Ri`{ Binqt{gmh'- Rqrgmhdr.Pdrjch* ?110-

\38^ J- C- Ncrcbtgji cmk N- NbRxddmdw- Mimqcrcnd{rgbcmk Kg{rgot{gim.@rdd Nd{eik ìr Ribgcj Rbgdmbd-Oriil ) Bijd Qtojgegmh Binqcmw* Bcjgìrmgc* 3788-

\35^ [- Ngst»djdv* D- Odmhid{udc* cmk Q- Jcrrcm̊chc-Dpijt{gimcrw binqt{c{gim ocdk im Ocwdgcmbjcgffidr- Gm{‗j Fmj- i` Cqqjgdk Nc{ednc{gb cmk Binqt{dr Rbgdmbd* 3;%2'6313‒334* ?11;-

\37^ E- N¥tejdmodgm cmk [- Ncemgh- Dpijt{gimcrwiq{gngvc{gim tgmh hrcqegbcj nikdj- Mdx Hdm-Binqt{-* 35%?'6348‒300* ?111-

\?1^ E- N¥tejdmodgm cmk K- Rbejgdrlcnq.Piidm- Qrdkgb{gpdnikdj ìr {ed orddkdr hdmd{gb cjhirg{en G- bim{gmtitqcrcnd{dr iq{gngvc{gim- Dpijt{gimcrw Binqt{tc{gim *3%3'6?4‒;7* 3772-

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\?0^ _- Rcm{cmc- C Ncrlip md{xirl ocdk `cb{irgvdkkg{rgot{gim cjhirg{en ìr iq{gngvc{gim- Gm Qribddkgmhi` {ed 3;{e Dtriqdcm Bim`drdmbd im NcbegmdJdcrmgmh< Jdb{trd Mi{d gm Cr{gffibgcj Gm{djjghdmbd*pijtnd ?528* qchd 228‒2;5* Odrjgm* ?112-Rqrgmhdr.Pdrjch-

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\?7^ _- Rcm{cmc* Q- Jcrrcm̊chc* cmk F- C- Jivcmi-Gm{drcb{gim cmk kdqdmkdmbgd gm d{gnc{gim i`

kg{rgot{gim cjhirg{en- Gm Qrib- i` {ed GDDD Bimhrdim Dpijt{gimcrw Binqt{c{gim %BDB ?114'* pijtnd 3*qchd 3;35‒3;?4- GDDD Qrd* ?.; Rdq{- ?114-

\21^ _- Rcm{cmc* Q- Jcrrcm̊chc* cmk F- C- Jivcmi-Becjjdmhd cmk iqdm qriojdn gm kgbrd{d DKC-[dbemgbcj _dqir{ DET.LVCC.GL.3)18* Kdqcr{ndm{i` Binqt{dr Rbgdmbd cmk Cr{gffibgcj Gm{djjghdmbd*Tmgpdrg{w i` {ed Ocstd Bitm{rw* Ib{iodr ?118-

\23^ _- Rcm{cmc* Q- Jcrrcm̊chc* cmk F- C- Jivcmi- _ddcrbe{iqgb im kgbrd{d d{gnc{gim i` kg{rgot{gimcjhirg{en- Ndnd{gb Binqt{gmh * 3%3'624‒4;* ?117-

\2?^ R- Reclwc cmk _- Rcm{cmc- Cm DKC ocdk im jibcjNcrlip qriqdr{w cmk Hgoo cnqjgmh- Gm Qribddkgmhi` {ed Hdmd{gb cmk Dpijt{gimcrw Binqt{c{gim

BIm`drdmbd %HDBBI ?115'* qchd ;84‒;80- CBNQrd* ?115-\22^ R- Reclwc cmk _- Rcm{cmc* dkg{ir- Ncrlip Md{xirl

gm Dpijt{gimcrw Binqt{c{gim - Rqrgmhdr* ?13?-

\2;^ R- L- Reclwc* C- D- G- Orixmjdd* F- C- X- NbBcjj*@- @itrmgdr* cmk H- Ixtt- C `tjjw ntj{gpcrgc{dKDTN cjhirg{en- Gm Qribddkgmh i` {ed GDDD Bimhrd im Dpijt{gimcrw Binqt{c{gim %BDB ?117'*qchd ;87‒;50- GDDD Qrd* ?117-

\24^ R- L- Reclwc cmk F- C- X- NbBcjj- Iq{gngvc{gim owd{gnc{gim i` kg{rgot{gim xg{e KDTN `rcndxirlocdk im Ncrlip rcmkin ffidjk- Gm{drmc{gimcj Fitrmcj i` Ct{inc{gim cmk Binqt{gmh * ;%2'6?0?‒?8?* ?118-

\20^ K- Xcjjgm cmk B- _wcm- Tgmh ipdr.cnqjgmh gm c

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\28^ [-.J- Wt* L- Rc{rw* cmk K- D- Hijkodrh- Jgmlchdjdcrmgmh* ipdrjcqqgmh otgjkgmh ojibl* cmk w{dnc{gb{rc{dhw ìr bcjcojd rdbinogmc{gim- Gm Qribddkgmh i` {ed ?114 bim`drdmbd im Hdmd{gb cmk dpijt{gimcrw binqt{c{gim * HDBBI ‗14* qchd 3?38‒3??;* MdxWirl* MW* TRC* ?114- CBN-

\25^ [-.J- Wt* L- Rc{rw* K- D- Hijkodrh* cmk N- Qdjglcm-Qiqtjc{gim gvgmh ìr dm{riqw.ocdk nikdj otgjkgmh gmkgbrd{d d{gnc{gim i` kg{rgot{gim cjhirg{en- GmQribddkgmh i` {ed 7{e cmmtcj bim`drdmbd im Hdmd{gbcmk dpijt{gimcrw binqt{c{gim * HDBBI ‗18* qchd

013‒015* Mdx Wirl* MW* TRC* ?118- CBN-

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influence of selection on structure learning in markov network edas: an empirical study

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