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今日からDL4J全編
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EVGENIY
May 28, 2017
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今日からDL4J全編
EVGENIY
May 28, 2017
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Transcript
ࠓ͔Β%-+ DDD@N &7(&/*: ∁ڮྑو !LJOLFEPVEJE
DDD@N ରऀ %FFQ-FBSOJOH%-+ʹڵຯ͕͋Δਓ
DDD@N ͢͜ͱ ࣗݾհ %FFQ-FBSOJOHʹ͍ͭͯ %-+ʹ͍ͭͯ %-+FYBNQMFͷհ
DDD@N ͞ͳ͍͜ͱ ֤ख๏ͷৄࡉͱࣜ
DDD@N ˞શฤͰ͢ FYBNQMFͷશΫϥεΛ ؆୯ʹհ͠·͢
DDD@N ࣗݾհ &7(&/*: ∁ڮྑو ઍࡀՊֶٕज़େֶେֶӃ म࢜Ұ Πϯλʔϯγοϓͷ͓༠͍͓ͪͯ͠·͢ +BWB%Pװࣄ
DDD@N %FFQ-FBSOJOHͷπʔϧ 5FOTPS'MPX $IBJOFS $B⒎F %-+ ɾ ɾ ɾ
DDD@N %-+ͱ͍͏બ αϯϓϧ͕ຖि૿͑Δ (JUUFSͰ࣭ʹ͑ͯ͘ΕΔ +BWBͷ%-+Λ࠾༻
DDD@N ຖिFYBNQMFT͕૿͑Δ ૿͑ͯͨ (JU)VC͕ॆ࣮͍ͯ͘͠
DDD@N ຊ %FFQ-FBSOJOHʹ͍ͭͯ
DDD@N %FFQ-FBSOJOHʹ͍ͭͯ ਓೳ ػցֶश χϡʔϥϧωοτϫʔΫ %FFQ-FBSOJOH
DDD@N χϡʔϥϧωοτϫʔΫʹ͍ͭͯ Λਅࣅͯ࡞ͬͨωοτϫʔΫ ͜Μͳͷ
DDD@N %FFQ-FBSOJOH͍ͭͯ ਂ͍χϡʔϥϧωοτϫʔΫ IUUQXXXJNBHFOFUPSHDIBMMFOHFT-473$TMJEFT(PPH-F/FUQQUY
DDD@N %FFQ-FBSOJOH͍ͭͯ χϡʔϥϧωοτϫʔΫ͜Ε·Ͱ ೋͷౙΛӽ͑ͯਐาͨ͠ ඇઢܗͷରԠ աֶशͷରԠ
DDD@N %FFQ-FBSOJOH͍ͭͯ ଟྔͷܭࢉʹ͑ΔϚγϯͷొ ωοτϫʔΫͷதͷωοτϫʔΫ
DDD@N %FFQ-FBSOJOH͍ͭͯ ଟྔͷܭࢉʹ͑ΔϚγϯͷొ (16ʹΑΔܭࢉ
DDD@N %FFQ-FBSOJOH͍ͭͯ ڭࢣ͋Γֶश ਖ਼ղΛڭֶ͑ͯशͤ͞Δ ڭࢣͳֶ͠श ༩͑ͨσʔλͷΈͰֶशͤ͞Δ ωοτϫʔΫͷલʹֶशʹ͍ͭͯ
DDD@N %FFQ-FBSOJOH͍ͭͯ ڭࢣ͋Γֶश ਖ਼ղΛڭֶ͑ͯशͤ͞Δ ΞΠυϧͷإΛֶशͤͯ͞ผ͢Δ
DDD@N %FFQ-FBSOJOH͍ͭͯ ڭࢣͳֶ͠श ༩͑ͨσʔλͷΈͰֶशͤ͞Δ IUUQTUBUJDHPPHMFVTFSDPOUFOUDPNNFEJBSFTFBSDIHPPHMFDPNFOBSDIJWF VOTVQFSWJTFE@JDNMQEG
DDD@N %FFQ-FBSOJOHͷछྨ 3#. %#. "& 4"& 4%"& $// 3//
-45. ɾ ɾ ɾ
DDD@N %FFQ-FBSOJOHͷछྨ ੍͖ϘϧπϚϯϚγϯ 3FTUSJDUFE#PMU[NBO.BDIJOF ೖྗσʔλΛڭࢣ৴߸ͱͯ͠ѻ͏͜ͱΛՄೳʹͨ͠ 3#.ΛෳΈ߹Θͤͨ %FFQ#FMJFG/FUXPSL͕ ଟʹͯ͠ਫ਼͕མͪͳ͍ωοτϫʔΫʹͳͬͨ %FFQ-FBSOJOHͷੜͱݴΘΕ͍ͯΔ
DDD@N %FFQ-FBSOJOHͷੜ %FFQ-FBSOJOHʹΑͬͯಛྔͷநग़Λ खಈͰߦΘͣʹࡁΜͩ
DDD@N %FFQ-FBSOJOHͷੜ 4"& %#/ͷҰޙʹ"PVUP&OLPEFS͕ੜ
DDD@N %FFQ-FBSOJOHͷੜ 4"& "&ΛΈ߹Θͤͨͷ͕4"& ϊΠζΛೖΕͨͷ͕%"& ϊΠζΛೖΕͯΈ߹Θͤͨͷ͕%4"&
DDD@N %FFQ-FBSOJOHͷԠ༻ $POWPMVUJPO/FVSBM/FUXPSL ͬͱ༗໊ IUUQZBOOMFDVODPNFYECQVCMJTQEGMFDVOBQEG
DDD@N %FFQ-FBSOJOHͷԠ༻ 3FDVSSFOU/FVSBM/FUXPSL ࣗવݴޠॲཧԻೝࣝ
DDD@N %FFQ-FBSOJOHͷԠ༻ 7"&ɺ%2/ɺɺɺ
DDD@N IUUQXXXBTJNPWJOTUJUVUFPSHOFVSBMOFUXPSL[PP χϡʔϥϧωοτϫʔΫҰཡ
DDD@N %FFQ-FBSOJOHͷϑϨʔϜϫʔΫ ͓ͦΒ͘+BWBͰ།Ұͷ%FFQ-FBSOJOHϑϨʔϜϫʔΫ %-+
DDD@N %--ʹ͍ͭͯ +BWBͱ4DBMB༻ͷ%FFQ-FBSOJOHϑϨʔϜϫʔΫ 4LZNJOE͕ࣾӡӦ
DDD@N %--ʹ͍ͭͯ ߦྻܭࢉΛͬͯ͘ΕΔ ༻͢Δ%FFQ-FBSOJOHख๏ͷ ͷछྨɾֶशճΛهड़͢Δ͚ͩͰྑ͍
DDD@N %--ʹ͍ͭͯ ઃఆ͢Δͷ ֶशճ ֶशൣғ ೖྗͷ ೖྗͷը૾αΠζ ग़ྗͷը૾αΠζ ɾ
ɾ ɾ
DDD@N %--ʹ͍ͭͯ ग़ྗ݁Ռ "DDVSBDZ 1SFDJTJPO 3FDBMM '4DPSF
DDD@N %--ʹ͍ͭͯ ਫ਼ʹ͍ͭͯ IUUQTEFFQMFBSOJOHKPSHHMPTTBSZ
DDD@N %--ʹ͍ͭͯ ਫ਼ʹ͍ͭͯ IUUQTEFFQMFBSOJOHKPSHHMPTTBSZ
DDD@N %--ʹ͍ͭͯ ਫ਼ʹ͍ͭͯ "DDVSBDZ 1SFDJTJPOɿ߹ͬͯΔͱਪͨ͠͏ͪ߹͍ͬͯΔ 3FDBMMɿ͍ͨͬͯΔ '4DPSFɿ QSFDJTJPO
SFDBMM QSFDJTJPO SFDBMM
DDD@N EMKFYBNQMFʹ͍ͭͯ FYBNQMF ϖοέʔδશΫϥε
DDD@N EMKFYBNQMFʹ͍ͭͯ ύοέʔδ DPOWPMVUJPOɿΈࠐΈ// EBUBFYBNQMFTɿσʔλ༻ํ๏ GFFEGPSXBSEɿॱܕ// NJTDɿͦͷଞ OMQɿࣗવݴޠॲཧ SFDVSSFOUɿ࠶ؼ
UJDUBDUPFɿϚϧόπήʔϜ USBOTGFSMFBSOJOHWHHɿసҠֶश 7((༻ VOTVQFSWJTFEɿ์ஔ VTFS*OUFSGBDFɿ6* VUJMJUJFTɿϢʔςΟϦςΟ
DDD@N EMKFYBNQMFʹ͍ͭͯ DPOWPMVUJPOɿΈࠐΈ// $POWPMVUJPO/FVSBM/FUXPSL ΈࠐΈͱϓʔϦϯά͕ಛ IUUQTEFFQMFBSOJOHKPSHDPOWPMVUJPOBMOFUTIUNM
DDD@N $//ʹ͍ͭͯ ΈࠐΈ IUUQTEFFQMFBSOJOHKPSHDPOWPMVUJPOBMOFUTIUNM
DDD@N $//ʹ͍ͭͯ ϓʔϦϯά IUUQTEFFQMFBSOJOHKPSHDPOWPMVUJPOBMOFUTIUNM
DDD@N EMKFYBNQMFʹ͍ͭͯ DPOWPMVUJPOɿΈࠐΈχϡʔϥϧωοτϫʔΫ DPOWPMVUJPO ᵓᵣTFOUFODFDMBTTJpDBUJPO cᵋ$OO4FOUFODF$MBTTJpDBUJPO&YBNQMF KBWB ᵓ"OJNBMT$MBTTJpDBUJPOKBWB ᵋ-FOFU.OJTU&YBNQMFKBWB
DDD@N EMKFYBNQMFʹ͍ͭͯ $OO4FOUFODF$MBTTJpDBUJPO&YBNQMF (PPHMFͷχϡʔεΛྨ͢Δ&YBNQMF ˞ߴεϖοΫͳϚγϯ͔ ϚϧνεϨουԽ͠ͳ͍ͱಈ͖·ͤΜ
DDD@N EMKFYBNQMFʹ͍ͭͯ "OJNBMT$MBTTJpDBUJPOKBWB ΫϚɺΧϞɺγΧɺΧϝͷը૾Λֶशͯ͠ ༩͑ΒΕͨը૾Λྨ͚͢Δ ˞ਫ਼΄Ͳ
DDD@N EMKFYBNQMFʹ͍ͭͯ -FOFU.OJTU&YBNQMFKBWB -FOFUͱݺΕΔख๏Ͱखॻ͖จࣈΛֶशͯࣝ͠ผ͢Δ IUUQTEFFQMFBSOJOHKPSHNOJTUGPSCFHJOOFST
DDD@N EMKFYBNQMFʹ͍ͭͯ EBUBFYBNQMFTɿσʔλ༻ํ๏ #BTJD$47$MBTTJpFS $47&YBNQMF $47&YBNQMF&WBMVBUJPO.FUB%BUB $471MPUUFS *NBHF%SBXFS *NBHF1JQFMJOF&YBNQMF
.OJTU*NBHF1JQFMJOF&YBNQMF .OJTU*NBHF1JQFMJOF&YBNQMF"EE/FVSBM/FU .OJTU*NBHF1JQFMJOF&YBNQMF-PBE .OJTU*NBHF1JQFMJOF&YBNQMF4BWF .OJTU*NBHF1JQFMJOF-PBE$IPPTFS 1SFQSPDFTT/PSNBMJ[FS&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ #BTJD$47$MBTTJpFS DTWϑΝΠϧΛֶशͯ͠ਓɺݘɺೣΛྨ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ $47&YBNQMF *SJTͷσʔληοτΛֶशͯ͠ྨ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ $47&YBNQMF&WBMVBUJPO.FUB%BUB $47&YBNQMFͱ΄΅ಉ͕ͩ͡ɺ ؒҧ͑ͨྨΛͨ͠σʔλͷৄࡉΛݟΒΕΔ
DDD@N EMKFYBNQMFʹ͍ͭͯ $47ϑΝΠϧΛಡΈࠐΜͰϓϩοτ͠ઢΛҾ͘ $471MPUUFS
DDD@N EMKFYBNQMFʹ͍ͭͯ *NBHF%SBXFS ը૾ΛಡΈࠐΈֶशͯ͠ඳ͘
DDD@N EMKFYBNQMFʹ͍ͭͯ *NBHF1JQFMJOF&YBNQMF ֶशͨ͠ը૾ͷৄࡉ͕ݟΒΕΔ
DDD@N EMKFYBNQMFʹ͍ͭͯ .OJTU*NBHF1JQFMJOF&YBNQMF खॻ͖จࣈΛֶशͯ͠ ೖྗͷखॻ͖จࣈΛͯΔ
DDD@N EMKFYBNQMFʹ͍ͭͯ .OJTU*NBHF1JQFMJOF&YBNQMF"EE/FVSBM/FU .OJTU*NBHF1JQFMJOF&YBNQMFʹ//Λ༻͍ͨྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ .OJTU*NBHF1JQFMJOF&YBNQMF-PBE ˞ઌʹ.OJTU*NBHF1JQFMJOF&YBNQMF4BWFΛ࣮ߦ͍ͯͩ͘͠͞ 4BWFͰֶशͨ͠σʔλΛಡΈऔΔ
DDD@N EMKFYBNQMFʹ͍ͭͯ .OJTU*NBHF1JQFMJOF&YBNQMF4BWF σʔλΛμϯϩʔυֶͯ͠श :PVUVCFʹઆ໌ಈը͕͋Γ·͢ IUUQTXXXZPVUVCFDPNXBUDI W[S54T:MP
DDD@N EMKFYBNQMFʹ͍ͭͯ .OJTU*NBHF1JQFMJOF-PBE$IPPTFS .OJTU*NBHF1JQFMJOF&HBNQMFʹࣗͷϑΝΠϧΛͬͯ ࣈΛͯͤ͞Δ͜ͱ͕Ͱ͖Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1SFQSPDFTT/PSNBMJ[FS&YBNQMF લॲཧͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// BOPNBMZEFUFDUJPO DMBTTJpDBUJPO NOJTU SFHSFTTJPO YPS
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// BOPNBMZEFUFDUJPO ᵓ./*45"OPNBMZ&YBNQMF ᵋ7FB./*45"OPNBMZ
DDD@N EMKFYBNQMFʹ͍ͭͯ ./*45"OPNBMZ&YBNQMF ϓϨτϨʔχϯάͳ͠ͷγϯϓϧͳΦʔτΤϯίʔμʔΛ༻ ͨ͠./*45ͷҟৗݕग़͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 7FB./*45"OPNBMZ ܇࿅ࡁΈͷΦʔτΤϯίʔμΛ༻ͯ͠ҟৗݕग़
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// DMBTTJpDBUJPO ᵓᵇEFUFDUHFOEFS cᵓ(FOEFS3FDPSE3FBEFS cᵓ1SFEJDU(FOEFS5FTU cᵋ1SFEJDU(FOEFS5SBJO ᵓ.-1$MBTTJpFS-JOFBS
ᵓ.-1$MBTTJpFS.PPO ᵓ.-1$MBTTJpFS4BUVSO ᵋ1MJU6OJU
DDD@N EMKFYBNQMFʹ͍ͭͯ (FOEFS3FDPSE3FBEFS DTWϑΝΠϧͷ໊લͱੑผΛόΠφϦจࣈྻΠςϨʔλΛ࡞
DDD@N EMKFYBNQMFʹ͍ͭͯ 1SFEJDU(FOEFS5FTU
DDD@N EMKFYBNQMFʹ͍ͭͯ 1SFEJDU(FOEFS5SBJO
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1$MBTTJpFS-JOFBS ઢܗσʔλྨͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1$MBTTJpFS.PPO ݄σʔλྨͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1$MBTTJpFS4BUVSO σʔλྨͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1MJU6OJU ϓϩοτ༻֤छϝιου͕͋ΔΫϥε
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// NOJTU ᵓ.-1.OJTU4JOHMF-BZFS&YBNQMF ᵋ.-1.OJTU5XP-BZFS&YBNQMF
DDD@N .-1ʹ͍ͭͯ .VMUJ-BZFS1FSDFQUSPO ɾ ɾ ɾ ɾ ɾ ɾ
ɾ ɾ ɾ
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1.OJTU4JOHMF-BZFS&YBNQMF ӅΕ͕ݸͷχϡʔϩϯͰ ./*45Λֶशͯ͠ςετ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ .-1.OJTU5XP-BZFS&YBNQMF ӅΕ͕ݸͱݸͷχϡʔϩϯͰ ./*45Λֶशͯ͠ςετ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// SFHSFTTJPO ᵓᵇGVODUJPO cᵓ.BUI'VODUJPO cᵓ4JO.BUI'VODUJPO cᵓ4BXUPPUI.BUI'VODUJPO cᵓ4JY9%JW9.BUI'VODUJPO
cᵓ4RVBSF8BWF.BUI'VODUJPO cᵋ5SJBOHMF8BWF.BUI'VODUJPO ᵓ3FHSFTTJPO.BUI'VODUJPOT ᵋ3FHSFTTJPO4VN
DDD@N EMKFYBNQMFʹ͍ͭͯ .BUI'VODUJPO ΠϯλϑΣʔε
DDD@N EMKFYBNQMFʹ͍ͭͯ 4BXUPPUI.BUI'VODUJPO ೖྗߦྻͷϊίΪϦͷؔΛܭࢉ
DDD@N EMKFYBNQMFʹ͍ͭͯ 4JO.BUI'VODUJPO ೖྗߦྻͷਖ਼ݭͷؔΛܭࢉ
DDD@N EMKFYBNQMFʹ͍ͭͯ 4JY9%JW9.BUI'VODUJPO ೖྗߦྻͷਖ਼ݭͷؔΛೖྗߦྻͰׂͬͨΛܭࢉ
DDD@N EMKFYBNQMFʹ͍ͭͯ 4RVBSF8BWF.BUI'VODUJPO TJOͷؔΛܭࢉͯ͠ ͷग़ྗ͔Β ࢛֯ܗͷઢΛܗ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 5SJBOHMF8BWF.BUI'VODUJPO ϊίΪϦܗͷઈରͱͳΔࡾ֯ͷؔΛܭࢉ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 3FHSFTTJPO.BUI'VODUJPOT ಛఆͷؔΛ࠶ݱ͢ΔΑ͏ʹֶशͤ͞ɺ݁ՌΛϓϩοτ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 3FHSFTTJPO4VN ೖྗͷʹՃࢉͯ͠ χϡʔϥϧωοτϫʔΫͷग़ྗΛςετ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ GFFEGPSXBSEɿॱܕ// YPS ᵋ9PS&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 9PS&YBNQMF σʔληοτΛखಈͰ࡞ֶ͠शͤ͞Δ YPSͷϧʔϧͰྨ͢Δ ίϝϯτ͕ଟ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ NJTD BDUJWBUJPOGVODUJPOTɿ׆ੑԽؔ DFOUFSMPTTɿηϯλʔϩε DVTUPNMBZFSTɿΧελϜϨΠϠʔ FBSMZTUPQQJOHɿૣظఀࢭ FNCFEEJOHɿຒΊࠐΈ FYUFSOBMFSSPSTɿ֎෦Τϥʔ
MPTTGVODUJPOTɿଛࣦؔ NPEFMTBWJOHɿϞσϧ࡞ QSFTBWFɿϓϨηʔϒ 8FJHIUFE-PTT'VODUJPO&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ BDUJWBUJPOGVODUJPO ᵓ$VTUPN"DUJWBUJPO ᵋ$VTUPN"DUJWBUJPO&YBNQMF NJTD
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN"DUJWBUJPO ࣗ࡞ؔͷ࣮ํ๏Λઆ໌͍ͯ͠Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN"DUJWBUJPO&YBNQMF 3FHSFTTJPO4VNʹࣗ࡞ؔΛ࣮͍ͯ͠Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ DFOUFSMPTT ᵋ$FOUFS-PTT-FOFU.OJTU&YBNQMF NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ $FOUFS-PTT-FOFU.OJTU&YBNQMF l"%JTDSJNJOBUJWF'FBUVSF-FBSOJOH"QQSPBDI GPS%FFQ'BDF3FDPHOJUJPOzͰఏҊ͞Εͨத৺ଛࣦͱݺΕ ΔɺೖྗͷಛΛಉ࣌ʹֶशͦ͠ΕͧΕΛڑͱͯ͠දݱ͢Δ IUUQZEXFOHJUIVCJPQBQFST8FO&$$7QEG
DDD@N EMKFYBNQMFʹ͍ͭͯ DVTUPNMBZFST ᵓᵇMBZFS cᵓ$VTUPN-BZFS cᵋ$VTUPN-BZFS*NQM ᵋ$VTUPN-BZFS&BNQMF NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN-BZFS ϨΠϠʔͷߏΛఆٛ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN-BZFS*NQM ϨΠϠͷ࣮Ϋϥε
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN-BZFS&YBNQMF ΧελϜϨΠϠͷ࣮ํ๏ͱςετํ๏Λհ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ FBMZTUPQQJOH ᵋ&BMZTUPQQJOH./*45 NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ &BMZTUPQQJOH./*45 ૣظఀࢭΛ࣮ԋ͢Δ ˞Θ͟ͱΤϥʔΛى͜͢˞
DDD@N EMKFYBNQMFʹ͍ͭͯ FNCFEEJOH ᵋ3//&NCFEEJOH NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ 3//&NCFEEJOH ॏΈΛຒΊࠐΉ
DDD@N EMKFYBNQMFʹ͍ͭͯ FYUFSOBMFSSPST ᵋ.VMUJ-BZFS/FUXPSL&YUFSOBM&SSPST NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ .VMUJ-BZFS/FUXPSL&YUFSOBM&SSPST ֎෦.-/ͷֶशΛςετ͢Δ ࣗ࡞ͷଛࣦؔग़ྗͷςετ։ൃ࣌ʹ༻͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ MPTTGVODUJPOT ᵓ$VTUPN-PTT&YBNQMF ᵋ$VTUPN-PTT-- NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN-PTT&YBNQMF 3FHSFTTJPO4VNʹࣗ࡞ଛࣦؔΛ࣮ͨ͠
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN-PTT-- ࣗ࡞ଛࣦؔͷ࣮ྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ NPEFMTBWJOH ᵓ4BWF-PBE$PNQVUBUJPO(SFQI ᵋ4BWF-PBE.VMUJ-BZFS/FUXPSL NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ 4BWF-PBE$PNQVUBUJPO(SFQI ωοτϫʔΫΛ[JQͰอଘ͢Δ ϩʔυํ๏Λհ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 4BWF-PBE.VMUJ-BZFS/FUXPSL .-/Λ[JQͰอଘ͢Δ ϩʔυํ๏Λհ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ QSFTBWF ᵓ-PBE1SF4BWFE-FOFU.OJTU&YBNQMF ᵋ1SF4BWF NJTDɿ
DDD@N EMKFYBNQMFʹ͍ͭͯ -PBE1SF4BWFE-FOFU.OJTU&YBNQMF ϓϨηʔϒͨ͠σʔληοτΛ༻ֶͯ͠श͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1SF4BWF ϓϨηʔϒʹ͍ͭͯհ͢Δ ͋Β͔͡ΊσʔληοτΛอଘ͓ͯ͘͜͠ͱͰ ϩʔυ࣌ؒΛॖ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 8FJHIUFE-PTT'VODUJPO&YBNQMF ଛࣦؔʹॏΈͷ͕ࠩ͋Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ OMQɿେنࣗવݴޠॲཧ HMPWF QBSBHSBQIWFDUPST TFRVFODFWFDUPST UTOF XPSEWFD
DDD@N EMKFYBNQMFʹ͍ͭͯ OMQɿେنࣗવݴޠॲཧ HMPWF ᵋ(MPWF&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ (MPWF&YBNQMF (MPCBM7FDUPSTGPS8PSE3FQSFTFOUBUJPOΛ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ OMQɿେنࣗવݴޠॲཧ QBSBHSBQIWFDUPST ᵓᵇUPPMT cᵓ-BCFM4FFLFS cᵋ.FBOT#VJMEFS ᵓ1BSBHSBQI7FDUPST$MBTTJpFS&YBNQMF ᵓ1BSBHSBQI7FDUPST*OGFSFODF&YBNQMF
ᵋ1BSBHSBQI7FDUPST5FYU&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ -BCFM4FFLFS ಛఆͷϥϕϧΛ୳͢
DDD@N EMKFYBNQMFʹ͍ͭͯ .FBOT#VJMEFS Ҏલʹ܇࿅͞Εͨ1BSBHSBQI7FDUPSTϞσϧʹج͍ͮͯ -BCFMMFE%PDVNFOUͷॏ৺ϕΫτϧΛߏங͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1BSBHSBQI7FDUPST$MBTTJpFS&YBNQMF ϥϕϧ͚ͮ͞Ε͍ͯͳ͍จষ͕ͲͷΧςΰϦ͔ྨ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1BSBHSBQI7FDUPST*OGFSFODF&YBNQMF ֶशࡁΈͷϞσϧʹϥϕϧ͚ͮ͞Ε͍ͯͳ͍ͷจষΛͯ͠ ϕΫτϧදهͤ͞Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1BSBHSBQI7FDUPST5FYU&YBNQMF 1BSBHSBQI7FDUPSTͷ࣮ྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ OMQɿେنࣗવݴޠॲཧ TFRVFODFWFDUPST ᵋ4FRVFODF7FDUPST5FYU&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 4FRVFODF7FDUPST5FYU&YBNQMF σʔλγʔέϯεΛࢄදݱ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ OMQɿେنࣗવݴޠॲཧ UVOF ᵋ54/&4UBOEBSE&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 54/&4UBOEBSE&YBNQMF ߴ࣍ݩσʔληοτͷ࣍ݩΛݮ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ OMQɿେنࣗવݴޠॲཧ XPSEWFD ᵓ8PSE7FD3BX5FYU&YBNQMF ᵋ8PSE7FD6QUSBJOJOH5FYU&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 8PSE7FD3BX5FYU&YBNQMF EBZʹؔ͢Δݴ༿Λݸڍ͛Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 8PSE7FD6QUSBJOJOH5FYU&YBNQMF ϞσϧΛՃॏߋ৽͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ CBTJD DIBSBDUFS FODEFD QSPDFTTOFXT SFHSFTTJPO TFRTFR
TFRDMBTTJpDBUJPO WJEFP XPSEWFDTFOUJNFOU
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ CBTJD ᵋ#BTJD3//&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ #BTJD3//&YBNQMF ࠶ؼܕχϡʔϥϧωοτϫʔΫΛհ͢Δ ίϝϯτଟΊ
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ DIBSBDUFS ᵓᵇNPEFMK cᵓ*OTUSVNFOU$IBOHF cᵓ.FMPEZ.PEFMJOH&YBNQMF cᵓ.JEJ.FMPEZ4USJOH cᵓ/PUF
cᵓ/PUF0S*OTUSVNFOU$IBOHF cᵓ/PUF4FRVFODF cᵓ1JFDF cᵓ1MBZ.FMPEZ4USJOHT cᵋ4ZNCPMJD/PUFT ᵓ$IBSBDUFS*UFSBUPU ᵓ$PNQ(SBQI-4.&YBNQMF ᵋ(SBWFT-4.$IBS.PEFMMJOH&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ *OTUSVNFOU$IBOHF ܭଌثͷม
DDD@N EMKFYBNQMFʹ͍ͭͯ .FMPEZ.PEFMJOH&YBNQMF (SBWFT-45.$IBS.PEFMMJOH&YBNQMFʹ (SBWFT-45.4ZNCPMJDNFMPEZΛ࣮͢Δ Ի͕ͳΔ
DDD@N EMKFYBNQMFʹ͍ͭͯ .JEJ.FMPEZ4USJOH .*%*ϑΝΠϧΛղੳ͠.FMPEZ.PEFMJOH&YBNQMFʹ ೖྗ͢ΔͨΊʹه߸ܗࣜͷԻָΛग़ྗ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ /PUF .*%*ͷఆٛΛ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ /PUF0S*OTUSVNFOU$IBOHF BCTUSBDUDMBTT
DDD@N EMKFYBNQMFʹ͍ͭͯ /PUF4FRVFODF ͭͷτϥοΫͰ࠶ੜ͞ΕΔҰ࿈ͷԻූ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1JFDF ֤छϝιουΛఆٛ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1MBZ.FMPEZ4USJOHT 04ͷιϑτΣΞγϯηαΠβʔΛ༻ͯ͠ ϝϩσΟετϦϯάΛ࠶ੜ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 4ZNCPMJD/PUFT Իͷఆٛ
DDD@N EMKFYBNQMFʹ͍ͭͯ $IBSBDUFS*UFSBUPU (SBWFT-45.$IBS.PEFMMJOH&YBNQMF༻ σʔληοτΠςϨʔλ
DDD@N EMKFYBNQMFʹ͍ͭͯ $PNQ(SBQI-4.&YBNQMF (SBWFT-45.$IBS.PEFMMJOH&YBNQMFͱ΄΅ಉ͕ͩ͡ ΛεΩοϓͯ͠ଓ͍ͯ͠Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ (SBWFT-4.$IBS.PEFMMJOH&YBNQMF -45.3//ͰҰʹจࣈֶͮͭश͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ FODEFD ᵓ$PSQVT*UFSBUPS ᵓ$PSQVT1SPDFTTPS ᵋ&ODPEFS%FDPEFS-45.
DDD@N EMKFYBNQMFʹ͍ͭͯ $PSQVT*UFSBUPS ֤छϝιουఆٛ
DDD@N EMKFYBNQMFʹ͍ͭͯ $PSQVT1SPDFTTPS ֤छϝιουఆٛ
DDD@N EMKFYBNQMFʹ͍ͭͯ &ODPEFS%FDPEFS-45. (PPHMFͷจʹैͬͯ࡞ΒΕͨ TFRTFRΤϯίʔμσίʔμͷ-45.Ϟσϧ
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ QSPDFTTOFXT ᵓ/FXT*UFSBUPS ᵓ1SFQBSF8PSE7FDUPS ᵓ5FTU/FXT ᵋ5SBJO/FXT
DDD@N EMKFYBNQMFʹ͍ͭͯ /FXT*UFSBUPS 5SBJO/FXTͰ༻͢Δ/FXTIFBEMJOFTEBUBTFUʹ༻͢Δ σʔληοτͷΠςϨʔλ
DDD@N EMKFYBNQMFʹ͍ͭͯ 1SFQBSF8PSE7FDUPS χϡʔε͔Β୯ޠϕΫτϧΛੜ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 5FTU/FXT 1SFQBSF8PSE7FDUPSͱ5SBJO/FXTʹΑͬͯ ੜ͞Εͨ୯ޠϕΫλͱ܇࿅͞ΕͨωοτϫʔΫΛςετ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 5SBJO/FXT 1SFQBSF8PSE7FDUPS͔Βੜ͞Εͨ ୯ޠϕΫτϧΛ༻ͯ͠χϡʔεϔουϥΠϯͷΧςΰϦΛ ༧ଌ͢ΔͨΊʹ3//Ͱ܇࿅͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ SFHSFTTJPO ᵓ.VMUJ5JNFTUFQ3FHSFTTJPO&YBNQMF ᵋ4JOHMF5JNFTUFQ3FHSFTTJPO&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ .VMUJ5JNFTUFQ3FHSFTTJPO&YBNQMF -45.Λ༻ͨ͠ෳճͷεςοϓճؼΛࣔ͢
DDD@N EMKFYBNQMFʹ͍ͭͯ 4JOHMF5JNFTUFQ3FHSFTTJPO&YBNQMF -45.Λ༻ͨ͠୯ҰλΠϜεςοϓճؼΛࣔ͢
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ TFRTFR ᵓ"EEJUJPOBM3// ᵓ$VTUPN4FRVFODF*UFSBUPS ᵋ4FR4FR1SF%JDUFS
DDD@N EMKFYBNQMFʹ͍ͭͯ "EEJUJPOBM3// $PNQVUBUJPO(SBQIܭࢉάϥϑͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ $VTUPN4FRVFODF*UFSBUPS ϚϧνσʔληοτʹରԠ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 4FR4FR1SF%JDUFS Ұʹ̍ͭͷεςοϓͰσίʔυ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ TFRDMBTTJpDBUJPO ᵋ6$*4FRVFODF$MBTTJpDBUJPO&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 6$*4FRVFODF$MBTTJpDBUJPO&YBNQMF -45.Λ༻͍ͨ࠶ؼܕχϡʔϥϧωοτϫʔΫͰ γʔέϯεྨΛ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ WJEFP ᵓ7JEFP$MBTTJpDBUJPO&YBNQMF ᵋ7JEFP(FOFSBUPS
DDD@N EMKFYBNQMFʹ͍ͭͯ 7JEFP$MBTTJpDBUJPO&YBNQMF ΈࠐΈɺ࠷େϓʔϦϯάɺ݁߹ɺ-45.Λ Έ߹ΘͤͯಈըΛྨ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 7JEFP(FOFSBUPS ߹ϏσΦσʔληοτΛੜ͢ΔͨΊͷαϙʔτΫϥε
DDD@N EMKFYBNQMFʹ͍ͭͯ SFDVSSFOUɿ࠶ؼ XPSEWFDTFOUJNFOU ᵓ4FOUJNFOU&YBNQMF ᵋ8PSE7FD4FOUJNFOU3//
DDD@N EMKFYBNQMFʹ͍ͭͯ 4FOUJNFOU&YBNQMF 8PSE7FD4FOUJNFOU3//Ͱ༻͞Ε͍ͯΔ*.%#ϨϏϡʔ σʔληοτʹಛԽͨ͠σʔληοτΠςϨʔλ ޠͷϕΫτϧΛ࡞ֶ͠शσʔληοτΛੜ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 8PSE7FD4FOUJNFOU3// 8PSE7FDϞσϧͱ3//ΛΈ߹Θͤͯಈըʹ ؚ·ΕΔ୯ޠ͕ಈըʹ͕ؔ͋Δ͔Λग़ྗ͢Δ ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ UJDUBDUPFɿϚϧόπήʔϜ 1MBZ5JD5BD5PF 5JD5BD5PF%BUB 5JD5BD5PF(BNF5SBJOFS 5JD5BD5PF1MBZFS
DDD@N EMKFYBNQMFʹ͍ͭͯ 1MBZ5JD5BD5PF ܇࿅ࡁΈωοτϫʔΫΛ༻ͨ͠ϚϧόπήʔϜ
DDD@N EMKFYBNQMFʹ͍ͭͯ 5JD5BD5PF%BUB উར͢Δঢ়ଶΛݟ͚ͭͨΒใुΛ༩͑ͯ ֤ঢ়ଶͰউར͢Δ֬Λܭࢉ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 5JD5BD5PF(BNF5SBJOFS ֶश͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 5JD5BD5PF1MBZFS σʔλಡΈࠐΈɺ࠷దԽɺήʔϜͷϦηοτͳͲΛߦ͏
DDD@N EMKFYBNQMFʹ͍ͭͯ USBOTGFSMFBSOJOHWHHɿసҠֶश DIBSBDUFS ᵓᵇEBUB)FMQFST cᵓ'FBUVSJ[FE1SF4BWF cᵓ'MPXFS%BUB4FU*UFSBUPS cᵋ'MPXFS%BUB4FU*UFSBUPS'FBUVSJ[FE ᵓ&EJU"U#PUUMFOFDL0UIFST'SP[FO
ᵓ&EJU-BTU-BZFS0UIFST'SP[FO ᵓ'JOF5VOF'SPN#MPDL'PVS ᵋ'JU'SPN'FBUVSJ[FE
DDD@N EMKFYBNQMFʹ͍ͭͯ 'FBUVSJ[FE1SF4BWF σʔληοτΛϑΟʔνϟϥΠζͯ͠อଘ͢Δ ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ 'MPXFS%BUB4FU*UFSBUPS σʔληοτΛࣗಈͰμϯϩʔυ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ 'MPXFS%BUB4FU*UFSBUPS'FBUVSJ[FE ϑΟʔνϟϥΠζσʔλ༻ΠςϨʔλ
DDD@N EMKFYBNQMFʹ͍ͭͯ &EJU"U#PUUMFOFDL0UIFST'SP[FO సҠֶश"1*Λ༻͍ͯ͋ͨΒ͍͍ϞσϧΛߏங͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ &EJU-BTU-BZFS0UIFST'SP[FO సҠֶश"1*Λ༻͍ͯ৽͍͠ϞσϧΛߏங͢Δ ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍
DDD@N EMKFYBNQMFʹ͍ͭͯ 'JOF5VOF'SPN#MPDL'PVS ˞ߴεϖοΫ1$Ͱͳ͍ͱಈ͔ͳ͍ ඍௐΛߦ͏
DDD@N EMKFYBNQMFʹ͍ͭͯ 'JU'SPN'FBUVSJ[FE ϑΟʔνϟԽͨ͠σʔληοτΛద߹͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ VOTVQFSWJTFEɿ์ஔ EFFQCFMJFG WBSJBUJPOBM
DDD@N EMKFYBNQMFʹ͍ͭͯ EFFQCFMJFG ᵋ%FFQ"VUP&ODPEFS&YBNQMF VOTVQFSWJTFEɿ์ஔ
DDD@N EMKFYBNQMFʹ͍ͭͯ %FFQ"VUP&ODPEFS&YBNQMF %FFQ"VUP&ODPEFSΛΓ͍ͨ
DDD@N EMKFYBNQMFʹ͍ͭͯ VOTVQFSWJTFEɿ์ஔ WBSJBUJPOBM ᵓᵇQMPU cᵋ1MPU6UJM ᵋ7BSJBUJPOBM"VUP&ODPEFS&YBNQMF
DDD@N EMKFYBNQMFʹ͍ͭͯ 1MPU6UJM 7BSJBUJPOBM"VUP&ODPEFSαϯϓϧͷϓϩοτํ๏
DDD@N EMKFYBNQMFʹ͍ͭͯ 7BSJBUJPOBM"VUP&ODPEFS&YBNQMF ΦʔτΤϯίʔμͰ./*45Λֶश͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ VTFS*OUFSGBDFɿ6* VUJM "DUJWBUJPOT-JTUFOFS&YBNQMF (SBEJFOUT"OE1BSBNT-JTUFOFS&YBNQMF 3FNPUF6*&YBNQMF 6*&YBNQMF 6*4UPSBHF&YBNQMF
6*4UPSBHF&YBNQMF@+BWB
DDD@N EMKFYBNQMFʹ͍ͭͯ VTFS*OUFSGBDFɿ6* VUJM ᵓ"DUJWBUJPOT-JTUFOFS ᵓ"DUJWBUJPOT7JFXFS ᵓ%JTUSJCVUJPO&NQFSJDBM ᵓ(SBEJFOUT"OE1BSBNT-JTUFOFS ᵓ(SBEJFOUT"OE1BSBNT7JFXFS
ᵋ6*&YBNQMF6UJMT
DDD@N EMKFYBNQMFʹ͍ͭͯ "DUJWBUJPOT-JTUFOFS +BWB'9Λ༻ͯ͠ωοτϫʔΫΞΫςΟϕʔγϣϯΛ ࢹ֮Խ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ "DUJWBUJPOT7JFXFS ΞΫςΟϕʔγϣϯͷϏϡΞʔ
DDD@N EMKFYBNQMFʹ͍ͭͯ %JTUSJCVUJPO&NQFSJDBM ϝιουఆٛ
DDD@N EMKFYBNQMFʹ͍ͭͯ (SBEJFOUT"OE1BSBNT-JTUFOFS όοΫάϥϯυύεதʹ+BWB'9Λ༻ͯ͠ωοτϫʔΫͷ ޯ͓ΑͼύϥϝʔλΛࢹ֮Խ͢Δ
DDD@N EMKFYBNQMFʹ͍ͭͯ (SBEJFOUT"OE1BSBNT7JFXFS ࣍ݩͰޯͱύϥϝʔλΛදࣔ͢ΔͨΊͷ +BWB'9ΞϓϦέʔγϣϯ
DDD@N EMKFYBNQMFʹ͍ͭͯ 6*&YBNQMF6UJMT ϢʔςΟϧ
DDD@N EMKFYBNQMFʹ͍ͭͯ "DUJWBUJPOT-JTUFOFS&YBNQMF %FFQMFBSOJOHKͷτϨʔχϯά6*ΛωοτϫʔΫʹଓ͠ ΞΫςΟϕʔγϣϯΛදࣔ͢Δํ๏ͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ (SBEJFOUT"OE1BSBNT-JTUFOFS&YBNQMF χϡʔϩϯͷαϯϓϧͷύϥϝʔλͱޯΛදࣔ͢Δํ๏ͷྫ
DDD@N EMKFYBNQMFʹ͍ͭͯ 3FNPUF6*&YBNQMF ผͷ+7.Ͱ6*Λϗετ͢Δํ๏Λࣔ͢
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