NIPS/KDD2016読み会＠早稲田

8IZ4IPVME*5SVTU:PV &YQMBJOJOHUIF1SFEJDUJPOTPG "OZ$MBTTJGJFS /*14,%%ಡΈձˏૣҴా ඿ాݚ# ෢ాେւ

঺հ͢Δ࿦จ 2

͜ͷ࿦จʹ͓͚Δߩݙ ϢʔβʔͷػցֶशϞσϧͷཧղΛॿ͚ΔͨΊɺ೚ҙͷ ̎஋൑ผثΛlઆ໌z͢Δख๏ɺ-*.&Λ։ൃ 3 CMBDLCPYDMBTTJGJFS FYQMBJOXJUI-*.&

എܠ üػցֶशͷϞσϧɺݱ࣮ͷෳࡶ͞Λ൓өͯ͠ෳࡶͳ΋ ͷ͕ߴਫ਼౓ɺFHχϡʔϥϧωοτ ü͔͠͠ɺػցֶशϞσϧΛݱ࣮ͷγεςϜʹ૊ΈࠐΉ ʹ͸Ϣʔβʔ͕ͦͷϞσϧΛ৴༻͢Δඞཁ͕͋Δ 4

̎ͭͷFYQMBOBUJPO üFYQMBJOQSFEJDUJPOT § σʔλ఺̍ͭʹରͯ͠ɺͳͥͦͷ݁Ռ͕ಘΒΕ͔ͨʁ ʢ-*.&ʣ üFYQMBJONPEFMT § ൑ผث͕Ͳ͏͍͏ੑ࣭Λ΋͍ͬͯΔͷ͔ʁʢ41-*.&ʣ 5

ղऍՄೳͱ͸ʁ ü࢖͍ͬͯΔGFBUVSFT͕ղऍՄೳ § ୯ޠͷ͋Δɺͳ͠㱺ղऍՄೳ § XPSEFNCFEEJOH㱺ղऍ͕೉͍͠ üϞσϧ͕ղऍՄೳ § ઢܗϞσϧ㱺ղऍՄೳ §
ඇઢܗϞσϧ㱺ղऍ͕೉͍͠ʢ͜ͱ͕ଟ͍ʣ 6

-*.&r JOUFSQSFUBCMFEBUBSFQSFTFOUBUJPOT ü0SJHJOBMEBUBSFQSFTFOUBUJPO ∈ ℝ$ FH XPSEFNCFEEJOH UFYU UFOTPSXJUIDPMPSDIBOOFMT JNBHF
ü*OUFSQSFUBCMFEBUBSFQSFTFOUBUJPO ∈ {0,1}$* FH QSFTFODFBCTFODFPGXPSET UFYU QSFTFODFBCTFODFPGTVQFSQJYDFMT UFYU 7

-*.&r ,FZ*EFB ü-*.& -PDBM*OUFSQSFUBCMF.PEFMBHOPTUJD &YQMBOBUJPOT § ͦΕͧΕͷσʔλ఺ʹରͯ͠ɺۙ๣Ͱղऍ͍ͨ͠Ϟσϧͱಉ ͡Α͏ͳৼΔ෣͍Λ͢ΔղऍՄೳͳઢܗϞσϧΛಘͯɺͦΕ Λ༻͍ͯղऍ͢Δ 8

-*.& ໨తؔ਺ = argmin 3∈4 ℒ , , 9 +
Ω() G:ղऍՄೳͳϞσϧͷू߹ FHઢܗϞσϧ A = 3 ⋅ A ͷۙ๣Ͱ ͱ͕Ͳͷ͘Β͍ ဃ཭͍ͯ͠Δ͔ ͷෳࡶ౓ σʔλ఺ͷۙ๣ͰͰ͖Δ͚ͩݩͷෳࡶͳ൑ผثʹࣅͨৼΔ෣͍Λ͢Δ ղऍՄೳͳ൑ผثΛબͿ ℒ , , 9 = D 9 F,F*∈ − A I σʔλ఺ͱͷڑ཭ ∶ ͷۙ๣ͷ఺ͷू߹ ෳࡶ౓ͷྫ Ω = ∞[ 3 N > ] K個より多くの単語/super pixelsを使うモデルはNG 9

-*.& ΞϧΰϦζϜ 10

-*.&ͷద༻ྫ จॻ෼ྨ üΩϦετڭ WTແਆ࿦ ͷจॻͷ47.Λ༻͍ͨ෼ྨ üҰݟਫ਼౓͕ྑͦ͞͏ͳϞσϧ͕࣮͸lྑ͘ͳ ͍zGFBUVSFTΛॏཁࢹ͍ͯ͠Δʢ3Fͱ͔ 11

-*.&ͷద༻ྫ ը૾෼ྨ üϑϨοτϘʔυͷ͍ͤͰΞίʔεςΟοΫΪλʔ͕Τ ϨΫτϦοΫΪλʔͱ൑ఆ͞Ε͍ͯΔͱΘ͔Δ 12

-*.& BMHPSJUIN 13

41-*.&r ,FZ*EFB üϞσϧͷFYQMBOBUJPO4VCNPEVMBS1JDL -*.& § Ϟσϧͷղऍʹ༗༻ͳσʔλϙΠϯτΛબͿΞϧΰϦζϜ § GFBUVSFͷDPWFSBHF͕࠷େʹͳΔΑ͏ʹબͿ GFBUVSFT EBUBQPJOUT
14

41-*.& ໨తؔ਺ ü 'FBUVSF*NQPSUBODF S = D US , U
US = 3US 3US ɿJݸ໨ͷσʔλ఺ͷKݸ໨ͷGFBUVSFʹରԠ͢Δ-*.&ͷॏΈ ü ໨తؔ਺ ରԠ͢Δ'FBUVSF*NQPSUBODFS ͷ߹ܭ͕࠷େͱͳΔΑ͏ͳσʔλ఺ͷ ू߹ΛબͿʢ σʔλ఺ͷݸ਺ ͸ ҎԼʣ , , = D ∃U∈[:\]^_` S $* S_a , = argmax [,|[|gh (, , ) .BYJNVNXFJHIUFEDPWFSBHF㱺 /1IBSE<'FJHF > ͔͠͠ɺTVCNPEVMBSJUZΑΓHSFFEZΞϧΰϦζϜʹ1/ཧ࿦อূ <,SBVTF > 15

41-*.&BMHPSJUIN 16

γϛϡϨʔγϣϯ࣮ݧ üEBUBTFUCPPLT%7%T TFOUJNFOUBOBMZTJT EBUBTFU QPTOFH "SFUIFFYQMBOBUJPOTGBJUIGVMUPUIFNPEFM § -*.&͸ద੾ͳGFBUVSFTΛऔͬͯ͜ΕΔͷ͔ʁ
4IPVME*USVTUUIJTQSFEJDUJPO § -*.&ʹΑͬͯϢʔβʔͷQSFEJDUJPO΁ͷUSVTU͸޲্͢Δ ͔ʁ $BO*USVTUUIJTNPEFM § -*.&41͸൑ผثͷྑ͠ѱ͠ͷධՁʹ໾ʹཱ͔ͭʁ 17

"SFUIFFYQMBOBUJPOTGBJUIGVMUPUIFNPEFM ü-*.&ͷFYQMBOBUJPO͕Ͳͷఔ౓lGBJUIGVMz͔ʁΛͦ΋ͦ΋ղऍՄೳ ͳ෼ྨثͷղऍʹΑΓ͔֬ΊΔ ü4QBSTF-PHJTUJD3FHSFTTJPO %FDJTJPO5SFFΛݸͷGFBUVSFT ͷΈΛ࢖͏Α͏ʹ܇࿅͢Δ ü-*.&ͰݸͷGFBUVSFTΛநग़ͯ͠ΈͯɺSFDBMMΛධՁ 18

4IPVME*USVTUUIJTQSFEJDUJPO 19 ü-*.&ͰQSFEJDUJPO͕USVTUXPSUIZ͔Ͳ͏͔Λݟ෼͚ΒΕΔ͔ʁ üͷGFBUVSFTΛVOUSVTUXPSUIZͳ΋ͷͱ͢Δ § FHOFXTHSPVQʹ͓͚ΔIFBEFS৘ใͱ͔Λ૝ఆ üղऍ͍ͨ͠Ϟσϧʹ͓͍ͯɺVOUSVTUXPSUIZͳGFBUVSFTΛআ͘ͱ ݁Ռ͕มΘΔQSFEJDUJPOΛVOUSVTUXPSUIZJOTUBODFͱݺͿ ü-*.&ʹ͓͍ͯ΋ɺ VOUSVTUXPSUIZJOTUBODFͰVOUSVTUXPSUIZ
GFBUVSFTΛআ͍ͨͱ͖ʹ݁Ռ͕ͪΌΜͱมΘΔʢʹ VOUSVTUXPSUIZQSFEJDUJPOͱ൑ఆͰ͖Δʣͷ͔ʁ

$BO*USVTUUIJTNPEFM ü41-*.&Λ࢖ͬͯ൑ผثΛղऍͨ͠ΒɺHFOFSBMJ[BUJPOFSSPS͕ খ͍͞ํΛબ΂Δͷ͔ʁ üσʔλʹBSUJGJDJBMGFBUVSFTΛՃ͑Δ § WBMJEBUJPOTFUͰ͸ͦΕͧΕͷΫϥεʹ § UFTUTFUͰ͸ͦΕͧΕͷΫϥεʹ üWBMJEBUJPOTFUͰͷBDDVSBDZͷ͕ࠩະຬɺ UFTUTFUͰ͸
Ҏ্ʹͳΔΑ͏ʹSBOEPNGPSFTUΛ܇࿅ ü41-*.&Λ༻͍ͯWBMJEBUJPOTFUͰͷVOUSVTUXPSUIZͳQSFEJDUJPO ͕গͳ͍൑ผثΛྑ͍൑ผثͱͯ͠બͼɺͦΕ͕UFTUTFUͰྑ͍ ੑೳͷ൑ผثͱҰக͢Δ͔ʁ 20

ਓΛ࢖࣮ͬͨݧ $BOVTFSTTFMFDUUIFCFTUDMBTTJGJFS § 41-*.&Ͱ൚Խੑೳͷߴ͍෼ྨثΛબ΂Δ͔ʁ $BOOPOFYQFSUTJNQSPWFBDMBTTJGJFS § 41-*.&ͰGFBUVSFFOHJOFFSJOHΛͯ͠෼ྨثͷੑೳΛ্͛Ε Δ͔ʁ
%PFYQMBOBUJPOTMFBEUPJOTJHIUT § 41-*.&Ͱมͳ෼ྨثΛݕ஌Ͱ͖Δ͔ʁ 21

࣮ݧઃఆ %BUBTFU l$ISJTUJBOJUZzBOEl"UIFJTNzEPDVNFOUTGSPNUIF OFXTHSPVQT ͔͠͠ɺมͳGFBUVSF͕͋Δ͔Β൚ԽੑೳͷධՁʹ͸޲͍͍ͯͳ͍ 㱺ผͷXFCTJUF͔Β࡞੒ͨ͠σʔληοτͰ൚ԽੑೳΛධՁ ෼ྨث มͳGFBUVSFTΛআ͍ͨσʔληοτͱআ͔ͳ͍σʔληοτͷ̎ͭ
Ͱ47.Λ܇࿅ WBMJEBUJPOTFUͰ͸আ͔ͳ͍΄͏ͷ47.͕ߴੑೳ͕ͩUFTUTFUͰ͸ আ͍ͨํ͕ߴੑೳ 22

$BOVTFSTTFMFDUUIFCFTUDMBTTJGJFS ü"NB[PO.FDIBOJDBM5VSLΛ࢖ͬͯػցֶशͷඇઐ໳Ոʢͨͩ ͠फڭʹؔͯ͠͸جຊతͳ஌͕ࣝ͋Δਓʣʹ41-*.&Λ࢖ͬͯྑ ͦ͞͏ͳ൑ผثΛબΜͰ΋Β͏ 23

$BOOPOFYQFSUTJNQSPWFBDMBTTJGJFS üಉ༷ʹɺ ػցֶशͷඇઐ໳Ոʹ41-*.&Λ࢖ͬͯআ͘ ΂͖GFBUVSFTΛબΜͰ΋Β͏ɺΛ̏ϥ΢ϯυ܁Γฦ͠ ͯGFBUVSFFOHJOFFSJOH 24

%PFYQMBOBUJPOTMFBEUPJOTJHIUT üΦΦΧϛͱϋεΩʔݘͷ෼ྨ ઇ͕എܠʹ͋ΔΦΦΧϛͷը૾ͱഎܠʹͳ͍ϋεΩʔݘͷը૾Λ܇ ࿅σʔλͱͯ͠༩͑ͯɺੑೳͷѱ͍൑ผثΛ࡞੒ 25

%PFYQMBOBUJPOTMFBEUPJOTJHIUT ͷ಺͕ͭਖ਼͍͠༧ଌΛ͢Δඃݧऀʹݟͤͯɺ § ͜ͷΞϧΰϦζϜ͸࣮ੈքͰͪΌΜͱಇ͔͘ʁ § ͦΕ͸ͳ͔ͥʁ § ͜ͷΞϧΰϦζϜ͸Ͳ͏΍ͬͯ൑ผΛߦ͍ͬͯΔͱࢥ͏͔ʁ ͱ࣭໰ ͦͷޙɺFYQMBOBUJPOͷ݁ՌΛݟͤͯಉ༷ͷ࣭໰
26 ൚Խੑೳ΍ِ૬ؔͳͲͷ֓೦Λ஌Βͳ͍ػցֶशͷඇઐ ໳ՈͰ΋ྑ͘ͳ͍൑ผثΛ൑ఆ͢Δ͜ͱ͕Ͱ͖ͨ

'VUVSFXPSLT ü4QBSTF-JOFBS.PEFMҎ֎ͷFYQMBJOFS § EFDJTJPOUSFFͱ͔ üUIFPSFUJDBMQSPQFSUZPG-*.& ü41-*.&GPSJNBHF 27

·ͱΊ ü೚ҙͷ̎஋෼ྨثͷղऍʹ༻͍Δ͜ͱͷग़དྷΔख๏ɺ -*.&41-*.&ΛఏҊ üγϛϡϨʔγϣϯඇઐ໳ՈʹΑΔ࣮ݧʹΑͬͯͦͷ༗ ༻ੑΛ͔֬Ίͨ 28

3FGFSFODFT ü %#BFISFOT 54DISPFUFS 4)BSNFMJOH .,BXBOBCF , )BOTFO BOE,3.VMMFS)PXUPFYQMBJO JOEJWJEVBMDMBTTJGJDBUJPO
EFDJTJPOT+PVSOBMPG.BDIJOF-FBSOJOH 3FTFBSDI ü 6'FJHF"UISFTIPMEPGMOOGPSBQQSPYJNBUJOHTFUDPWFS+ "$. +VMZ ü )BSB 4 )BZBTIJ , .BLJOH5SFF&OTFNCMFT *OUFSQSFUBCMF"#BZFTJBO.PEFM4FMFDUJPO"QQSPBDI r ü ,JN # ,IBOOB 3 ,PZFKP 0 OE &YBNQMFTBSFOPU &OPVHI -FBSOUP$SJUJDJ[F$SJUJDJTNGPS*OUFSQSFUBCJMJUZ ü ",SBVTFBOE%(PMPWJO4VCNPEVMBSGVODUJPONBYJNJ[BUJPO *O5SBDUBCJMJUZ1SBDUJDBM"QQSPBDIFTUP)BSE1SPCMFNT $BNCSJEHF6OJWFSTJUZ1SFTT 'FCSVBSZ ü 3JCFJSP .5 4JOHI 4 (VFTUSJO $ l8IZ4IPVME* 5SVTU:PV z&YQMBJOJOHUIF1SFEJDUJPOTPG"OZ$MBTTJGJFS 1SPDFFEJOHTPGUIFOE"$.4*(,%%*OUFSOBUJPOBM $POGFSFODFPO,OPXMFEHF%JTDPWFSZBOE%BUB.JOJOH ,%% ` r 29

NIPS/KDD2016読み会＠早稲田

NIPS/KDD2016読み会＠早稲田

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8IZ4IPVME5SVTU:PV &YQMBJOJOHUIF1SFEJDUJPOTPG "OZ$MBTTJGJFS /14,%%ಡΈձˏૣҴా ඿ాݚ# ෢ాେւ

঺հ͢Δ࿦จ 2

͜ͷ࿦จʹ͓͚Δߩݙ ϢʔβʔͷػցֶशϞσϧͷཧղΛॿ͚ΔͨΊɺ೚ҙͷ ̎஋൑ผثΛlઆ໌z͢Δख๏ɺ-.&Λ։ൃ 3 CMBDLCPYDMBTTJGJFS FYQMBJOXJUI-.&

എܠ üػցֶशͷϞσϧɺݱ࣮ͷෳࡶ͞Λ൓өͯ͠ෳࡶͳ΋ ͷ͕ߴਫ਼౓ɺFHχϡʔϥϧωοτ ü͔͠͠ɺػցֶशϞσϧΛݱ࣮ͷγεςϜʹ૊ΈࠐΉ ʹ͸Ϣʔβʔ͕ͦͷϞσϧΛ৴༻͢Δඞཁ͕͋Δ 4

̎ͭͷFYQMBOBUJPO üFYQMBJOQSFEJDUJPOT § σʔλ఺̍ͭʹରͯ͠ɺͳͥͦͷ݁Ռ͕ಘΒΕ͔ͨʁ ʢ-.&ʣ üFYQMBJONPEFMT § ൑ผث͕Ͳ͏͍͏ੑ࣭Λ΋͍ͬͯΔͷ͔ʁʢ41-.&ʣ 5

ղऍՄೳͱ͸ʁ ü࢖͍ͬͯΔGFBUVSFT͕ղऍՄೳ § ୯ޠͷ͋Δɺͳ͠㱺ղऍՄೳ § XPSEFNCFEEJOH㱺ղऍ͕೉͍͠ üϞσϧ͕ղऍՄೳ § ઢܗϞσϧ㱺ղऍՄೳ §

-*.&r JOUFSQSFUBCMFEBUBSFQSFTFOUBUJPOT ü0SJHJOBMEBUBSFQSFTFOUBUJPO ∈ ℝ$ FH XPSEFNCFEEJOH UFYU UFOTPSXJUIDPMPSDIBOOFMT JNBHF

-.&r ,FZEFB ü-.& -PDBMOUFSQSFUBCMF.PEFMBHOPTUJD &YQMBOBUJPOT § ͦΕͧΕͷσʔλ఺ʹରͯ͠ɺۙ๣Ͱղऍ͍ͨ͠Ϟσϧͱಉ ͡Α͏ͳৼΔ෣͍Λ͢ΔղऍՄೳͳઢܗϞσϧΛಘͯɺͦΕ Λ༻͍ͯղऍ͢Δ 8

-*.& ໨తؔ਺ = argmin 3∈4 ℒ , , 9 +

-*.& ΞϧΰϦζϜ 10

-*.&ͷద༻ྫ จॻ෼ྨ üΩϦετڭ WTແਆ࿦ ͷจॻͷ47.Λ༻͍ͨ෼ྨ üҰݟਫ਼౓͕ྑͦ͞͏ͳϞσϧ͕࣮͸lྑ͘ͳ ͍zGFBUVSFTΛॏཁࢹ͍ͯ͠Δʢ3Fͱ͔ 11

-*.&ͷద༻ྫ ը૾෼ྨ üϑϨοτϘʔυͷ͍ͤͰΞίʔεςΟοΫΪλʔ͕Τ ϨΫτϦοΫΪλʔͱ൑ఆ͞Ε͍ͯΔͱΘ͔Δ 12

-*.& BMHPSJUIN 13

41-.&r ,FZEFB üϞσϧͷFYQMBOBUJPO4VCNPEVMBS1JDL -*.& § Ϟσϧͷղऍʹ༗༻ͳσʔλϙΠϯτΛબͿΞϧΰϦζϜ § GFBUVSFͷDPWFSBHF͕࠷େʹͳΔΑ͏ʹબͿ GFBUVSFT EBUBQPJOUT

41-.& ໨తؔ਺ ü 'FBUVSFNQPSUBODF S = D US , U

41-*.&BMHPSJUIN 16

γϛϡϨʔγϣϯ࣮ݧ üEBUBTFUCPPLT%7%T TFOUJNFOUBOBMZTJT EBUBTFU QPTOFH "SFUIFFYQMBOBUJPOTGBJUIGVMUPUIFNPEFM § -*.&͸ద੾ͳGFBUVSFTΛऔͬͯ͜ΕΔͷ͔ʁ

"SFUIFFYQMBOBUJPOTGBJUIGVMUPUIFNPEFM ü-.&ͷFYQMBOBUJPO͕Ͳͷఔ౓lGBJUIGVMz͔ʁΛͦ΋ͦ΋ղऍՄೳ ͳ෼ྨثͷղऍʹΑΓ͔֬ΊΔ ü4QBSTF-PHJTUJD3FHSFTTJPO %FDJTJPO5SFFΛݸͷGFBUVSFT ͷΈΛ࢖͏Α͏ʹ܇࿅͢Δ ü-.&ͰݸͷGFBUVSFTΛநग़ͯ͠ΈͯɺSFDBMMΛධՁ 18

$BOUSVTUUIJTNPEFM ü41-.&Λ࢖ͬͯ൑ผثΛղऍͨ͠ΒɺHFOFSBMJ[BUJPOFSSPS͕ খ͍͞ํΛબ΂Δͷ͔ʁ üσʔλʹBSUJGJDJBMGFBUVSFTΛՃ͑Δ § WBMJEBUJPOTFUͰ͸ͦΕͧΕͷΫϥεʹ § UFTUTFUͰ͸ͦΕͧΕͷΫϥεʹ üWBMJEBUJPOTFUͰͷBDDVSBDZͷ͕ࠩະຬɺ UFTUTFUͰ͸

ਓΛ࢖࣮ͬͨݧ $BOVTFSTTFMFDUUIFCFTUDMBTTJGJFS § 41-.&Ͱ൚Խੑೳͷߴ͍෼ྨثΛબ΂Δ͔ʁ $BOOPOFYQFSUTJNQSPWFBDMBTTJGJFS § 41-.&ͰGFBUVSFFOHJOFFSJOHΛͯ͠෼ྨثͷੑೳΛ্͛Ε Δ͔ʁ

࣮ݧઃఆ %BUBTFU l$ISJTUJBOJUZzBOEl"UIFJTNzEPDVNFOUTGSPNUIF OFXTHSPVQT ͔͠͠ɺมͳGFBUVSF͕͋Δ͔Β൚ԽੑೳͷධՁʹ͸޲͍͍ͯͳ͍ 㱺ผͷXFCTJUF͔Β࡞੒ͨ͠σʔληοτͰ൚ԽੑೳΛධՁ ෼ྨث มͳGFBUVSFTΛআ͍ͨσʔληοτͱআ͔ͳ͍σʔληοτͷ̎ͭ

$BOVTFSTTFMFDUUIFCFTUDMBTTJGJFS ü"NB[PO.FDIBOJDBM5VSLΛ࢖ͬͯػցֶशͷඇઐ໳Ոʢͨͩ ͠फڭʹؔͯ͠͸جຊతͳ஌͕ࣝ͋Δਓʣʹ41-*.&Λ࢖ͬͯྑ ͦ͞͏ͳ൑ผثΛબΜͰ΋Β͏ 23

$BOOPOFYQFSUTJNQSPWFBDMBTTJGJFS üಉ༷ʹɺ ػցֶशͷඇઐ໳Ոʹ41-*.&Λ࢖ͬͯআ͘ ΂͖GFBUVSFTΛબΜͰ΋Β͏ɺΛ̏ϥ΢ϯυ܁Γฦ͠ ͯGFBUVSFFOHJOFFSJOH 24

%PFYQMBOBUJPOTMFBEUPJOTJHIUT üΦΦΧϛͱϋεΩʔݘͷ෼ྨ ઇ͕എܠʹ͋ΔΦΦΧϛͷը૾ͱഎܠʹͳ͍ϋεΩʔݘͷը૾Λ܇ ࿅σʔλͱͯ͠༩͑ͯɺੑೳͷѱ͍൑ผثΛ࡞੒ 25

%PFYQMBOBUJPOTMFBEUPJOTJHIUT ͷ಺͕ͭਖ਼͍͠༧ଌΛ͢Δඃݧऀʹݟͤͯɺ § ͜ͷΞϧΰϦζϜ͸࣮ੈքͰͪΌΜͱಇ͔͘ʁ § ͦΕ͸ͳ͔ͥʁ § ͜ͷΞϧΰϦζϜ͸Ͳ͏΍ͬͯ൑ผΛߦ͍ͬͯΔͱࢥ͏͔ʁ ͱ࣭໰ ͦͷޙɺFYQMBOBUJPOͷ݁ՌΛݟͤͯಉ༷ͷ࣭໰

'VUVSFXPSLT ü4QBSTF-JOFBS.PEFMҎ֎ͷFYQMBJOFS § EFDJTJPOUSFFͱ͔ üUIFPSFUJDBMQSPQFSUZPG-.& ü41-.&GPSJNBHF 27

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