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分野横断的思考を活かした機械学習の取り組み〜材料工学×情報工学〜 / Application...
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kumagallium
March 27, 2019
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分野横断的思考を活かした機械学習の取り組み〜材料工学×情報工学〜 / Application of cross-disciplinary thinking for machine learning
MACHINE LEARNING Meetup KANSAI #4 Main Session
https://mlm-kansai.connpass.com/event/119084/
kumagallium
March 27, 2019
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Transcript
2 3 7 9 0
1 ©SAKURA Internet Inc. ."$)*/&-&"3/*/(.FFUVQ,"/4"* !େࡕ
ࢯ໊ ۽୩ ক ࡀ ܦྺ ۀߴઐֶߍ ۀߴઐֶߍ ઐ߈Պ
େࡕେֶେֶӃ ֶݚڀՊ ڥɾΤωϧΪʔֶઐ߈ म࢜՝ఔ େࡕେֶେֶӃ ֶݚڀՊ ڥɾΤωϧΪʔֶઐ߈ ത࢜՝ఔ ͘͞ΒΠϯλʔωοτגࣜձࣾ ݚڀॴ ཧԽֶݚڀॴ "*1ηϯλʔ ֶश ɾࡐྉֶɿ ɾػցֶशɿ ੍ ޚ ֶ ແ ػ ࡐ ྉ ֶ ύϥϨϧΩϟϦΞ 5XJUUFS !LVNBHBMMJVN 2JJUB .@,VNBHBJ
ࣗݾհ ൃදͷత ύϥϨϧΩϟϦΞͱ ݚڀΩʔϫʔυ ࡐྉֶͷݚڀ
ใֶͷݚڀ ະདྷͷϏδϣϯͱػցֶश ·ͱΊ
ࣗݾհ ൃදͷత ύϥϨϧΩϟϦΞͱ ݚڀΩʔϫʔυ ࡐྉֶͷݚڀ
ใֶͷݚڀ ະདྷͷϏδϣϯͱػցֶश ·ͱΊ
͓࣋ͪؼΓ͍͚ͨͩͦ͏ͳ͜ͱ ύϥϨϧΩϟϦΞʢ෭ۀʣͷ࣮ଶͱʢগ͠ʣ ଞʢࡐྉֶʣͰͷػցֶशࣄྫʢগ͠ʣ άϥϑߏʹجͮ͘ػցֶश
ίϯηϓτΞΠσΞ ˞ গֶ͠ձൃදతͳൃදελΠϧ͔͠Ε·ͤΜ ˞ ڵຯͷ͋Δ෦͕গ͠Ͱ͋Εɼͥͻ͍ٞͤͯͩ͘͞͞
ࣗݾհ ൃදͷత ύϥϨϧΩϟϦΞͱ ݚڀΩʔϫʔυ ࡐྉֶͷݚڀ
ใֶͷݚڀ ະདྷͷϏδϣϯͱػցֶश ·ͱΊ
!30 ! !
͘͞ΒΠϯλʔωοτͰɼಇ͖ํվֵͷҰͱͯ͠ಠࣗͷ੍ ʮ͞ͿΓ͜ʯΛಋೖ͍ͯ͠Δɽ
!30 ! !
͘͞ΒΠϯλʔωοτͰɼಇ͖ํվֵͷҰͱͯ͠ಠࣗͷ੍ ʮ͞ͿΓ͜ʯΛಋೖ͍ͯ͠Δɽ
࣌ؒ ݄ ͘͞Β ʢใֶʣ
αΠόʔ߈ܸରࡦʢ*%4ʣ ݸମܕ%$ͷ࣮ݱ ཧݚ ʢࡐྉֶʣ ࣮ݧ%#࡞ ৽نແػࡐྉͷઃܭ ࣌ؒº࣌ؒ ࣌ؒ ಄ͷϦιʔε
ཧݚ ʢࡐྉֶʣ ࣮ݧ%#࡞ ৽نແػࡐྉͷઃܭ ͘͞Β ʢใֶʣ αΠόʔ߈ܸରࡦʢ*%4ʣ ݸମܕ%$ͷ࣮ݱ
ڞ௨ͷ ݚڀ Ωʔϫʔυ ࣌ؒ ݄ ࣌ؒº࣌ؒ ࣌ؒ ಄ͷϦιʔε
ཧݚ ʢࡐྉֶʣ ࣮ݧ%#࡞ ৽نແػࡐྉͷઃܭ ͘͞Β ʢใֶʣ αΠόʔ߈ܸରࡦʢ*%4ʣ ݸମܕ%$ͷ࣮ݱ
࣌ؒ ݄ ࣌ؒº࣌ؒ ࣌ؒ ಄ͷϦιʔε ػցֶश Ϗοάσʔλ άϥϑߏ
ࣗݾհ ൃදͷత ύϥϨϧΩϟϦΞͱ ݚڀΩʔϫʔυ ࡐྉֶͷݚڀ
ใֶͷݚڀ ະདྷͷϏδϣϯͱػցֶश ·ͱΊ
6 41,635 curves 9,097 figures 1,872 papers 10,989
samples DB40 ˓࣮ݧ%#ͷ࡞ ˓ػցֶशʹΑΔࡐྉ୳ࡧɾઃܭ https://www.starrydata2.org/ ͲͷΑ͏ͳݩૉͰɺͲͷΑ͏ͳΈ߹ΘͤʢʣͰ͋ΕɺͲͷΑ͏ͳ ੑ͕ಘΒΕΔ͔ΛχϡʔϥϧωοτϫʔΫΛ༻͍ͯ༧ଌ͢ΔݚڀΛ͍ͯ͠Δɻ
˓݁থߏͷάϥϑԽ ˕༗ػࡐྉ ˕ແػࡐྉ %BWJE%VWFOBVE
FUBM *OUIF1SPD/*14 .POUSFBM $BOBEB %FDFNFCFS 5JBO9JF BOE+FGGSFZ$(SPTTNBO 1IZT3FW-FUU ࢠߏͷάϥϑԽ ݁থߏͷάϥϑԽ̎ άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ಟੑɼਫ༹ੑͷ༧ଌ ҆ఆੑɼੑͷ༧ଌ
IUUQTMJCSBSZOBJTUKQNZMJNFEJPEMMJNFEJPTIPXQEGDHJ%-1%'3@1 $//ͷ߹ ($//ͷ߹ ਤ άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫͷུ֓ਤ͓Αͼάϥϑදݱ ਤ ΈࠐΈԋࢉͷྫ͓Αͼάϥϑදݱ
ग़ྗ: ʢਖ਼ৗҟৗʣ ྨ 1PPMJOH 'JOHFSQSJOU 1PPMJOH 'JOHFSQSJOU ̍ۙ ۙ ʜ ʜ // ˎ 8 ˎ 8 ˎ 8 $POW $POW ˎ 8 ˎ 8 ˎ 8 ೖྗ ݩը૾ ϑΟϧλʔ I I I I
%BWJE%VWFOBVE FUBM *OUIF1SPD/*14 .POUSFBM $BOBEB %FDFNFCFS
ਤ ಟੑΛ༧ଌ͢ΔͨΊʹ࠷దԽ͞Εͨ'JOHFS1SJOUͷՄࢹԽ ग़ྗ: ʢਖ਼ৗҟৗʣ ྨ 1PPMJOH 'JOHFSQSJOU 1PPMJOH 'JOHFSQSJOU ̍ۙ ۙ ʜ ʜ // ˎ 8 ˎ 8 ˎ 8 $POW $POW ˎ 8 ˎ 8 ˎ 8 ೖྗ ಟ ੑ ʜ ˞ਖ਼֬ʹɼͰͳ͘d·Ͱͷ 'JOHFS1SJOU ਤ /'1ͷωοτϫʔΫུ֓ਤ /FVSBM'JOHFS1SJOU
%BWJE%VWFOBVE FUBM *OUIF1SPD/*14 .POUSFBM $BOBEB %FDFNFCFS
ਤ ಟੑΛ༧ଌ͢ΔͨΊʹ࠷దԽ͞Εͨ'JOHFS1SJOUͷՄࢹԽ ग़ྗ: ʢਖ਼ৗҟৗʣ ྨ 1PPMJOH 'JOHFSQSJOU 1PPMJOH 'JOHFSQSJOU ̍ۙ ۙ ʜ ʜ // ˎ 8 ˎ 8 ˎ 8 $POW $POW ˎ 8 ˎ 8 ˎ 8 ೖྗ ಟ ੑ ʜ ˞ਖ਼֬ʹɼͰͳ͘d·Ͱͷ 'JOHFS1SJOU ਤ /'1ͷωοτϫʔΫུ֓ਤ /FVSBM'JOHFS1SJOU ͘͞ΒΠϯλʔωοτͰͷ ݚڀʹ׆͔ͤͳ͍͔
˓݁থߏͷάϥϑԽ ˕τϥϑΟοΫσʔλ ҟৗͷཁҼΛՄࢹԽͰ͖ΔҟৗݕͷԠ༻
*1 5$1 )551 4:/ "$, ྫʣ άϥϑߏԽ άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ෦άϥϑ
˓݁থߏͷάϥϑԽ ˕τϥϑΟοΫσʔλ ৵ೖݕγεςϜʢ*%4ʣͷԠ༻
*1 5$1 )551 4:/ "$, ྫʣ άϥϑߏԽ άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ใॲཧֶձ ୈճશࠃେձ ୈճΠϯλʔωοτͱӡ༻ٕज़ ݚڀൃදձʢ*05ʣ
ҟৗݕ τϥϑΟοΫ ݕূ ରॲ ͲΜͳҟৗʁ ຊʹҟৗʁ
ਖ਼ৗҟৗ ҟৗͷछྨ ख๏ ༧ଌਫ਼ ֶशର จݙ χϡʔϥϧωοτϫʔΫ ਖ਼ৗҟৗ αϙʔτϕΫλʔϚγϯ ਖ਼ৗҟৗ -45. ҟৗͷछྨʢछʣ ϕΠδΞϯωοτϫʔΫ ҟৗͷछྨʢछʣ ද ػցֶशΛར༻ͨ͠ҟৗݕͷઌߦݚڀͷྫ ͢Ͱʹߴ͍༧ଌਫ਼͕ใࠂ͕ଘࡏ ଟ͘ͷ࣌ؒΛඅ͢ 4.VLLBNBMB FUBM 5SBJOJOH +,JNFUBM ``JO1SPD*OU$POG1MBUGPSN5FDIOPM4FSWJDF r 4$IFCSPMV FUBM $PNQVUFST4FDVSJUZ ࣮ӡ༻্ɼݕূʹଟ͘ͷ࣌ؒΛඅ͢͜ͱΛආ͚ΔͨΊɼݕূͷॿ͚ʹͳΔ அࡐྉͷఏڙ͕ඞཁͰ͋Δɽ
ը૾ॲཧͷͰɼೖྗը૾ͷͲͷ෦͕ॏཁͰ͋Δ͔Λఆྔత͓Αͼ ͦΕʹج͍ͮͨՄࢹԽʹΑͬͯఆ݁ՌΛઆ໌͢Δख๏͕͢ͰʹఏҊ͞Ε͍ͯΔ ਤ ఆ݁ՌͷՄࢹԽʹΑΔઆ໌ΛՄೳʹͨ͠ઌߦݚڀ .3JCFJSP 44JOHIBOE$(VFTUSJO
*O1SPDFFEJOHTPGUIFOE"$.4*(,%%*OUFS OBUJPOBM$POGFSFODFPO,OPXMFEHF%JTDPWFSZBOE %BUB.JOJOH ,%% 3'POH "7FEBMEJ *O1SPDFFEJOHTPG1SPDFFEJOHTPGUIF*&&&*OUFSOBUJPOBM$POGFSFODFPO$PNQVUFS7JTJPO *$$7 ਤ ఆ݁ՌͷՄࢹԽʹΑΔઆ໌ΛՄೳʹͨ͠ઌߦݚڀ
ը૾ॲཧͷͰɼೖྗը૾ͷͲͷ෦͕ॏཁͰ͋Δ͔Λఆྔత͓Αͼ ͦΕʹج͍ͮͨՄࢹԽʹΑͬͯఆ݁ՌΛઆ໌͢Δख๏͕͢ͰʹఏҊ͞Ε͍ͯΔ ਤ ఆ݁ՌͷՄࢹԽʹΑΔઆ໌ΛՄೳʹͨ͠ઌߦݚڀ .3JCFJSP 44JOHIBOE$(VFTUSJO
*O1SPDFFEJOHTPGUIFOE"$.4*(,%%*OUFS OBUJPOBM$POGFSFODFPO,OPXMFEHF%JTDPWFSZBOE %BUB.JOJOH ,%% 3'POH "7FEBMEJ *O1SPDFFEJOHTPG1SPDFFEJOHTPGUIF*&&&*OUFSOBUJPOBM$POGFSFODFPO$PNQVUFS7JTJPO *$$7 ਤ ఆ݁ՌͷՄࢹԽʹΑΔઆ໌ΛՄೳʹͨ͠ઌߦݚڀ ҟৗݕʹ͓͍ͯɼ τϥϑΟοΫͷͲͷཁૉ͕ݕ݁Ռʹରͯ͠Өڹ͍͔ͯͨ͠ Λ ఆྔతʹج͍ͮͨՄࢹԽʹΑͬͯઆ໌ Ͱ͖Εɼݕূͷॿ͚ͱͳΔ
DARPA 1998 Dataset
*1 5$1 )551 4:/ "$, ྫʣ ֤ϑΟʔϧυใɼϓϩτίϧʹैͬͨ࣌ܥྻతڍಈΛࣔ͢ɽ 4ZO 4ZO "DL "DL ྫ ΣΠϋϯυγΣΠΫ ҎԼͷఆٛʹΑΓɼτϥϑΟοΫΛάϥϑߏԽ͢Δɽ ϊʔυɿϑΟʔϧυใ ΤοδɿϑΟʔϧυใͷ࣌ܥྻతڍಈͷ૬ؔ άϥϑߏԽ 1) http://www.picfun.com/lan19a.html
*1
5$1 )551 4:/ "$, 4ZO 4ZO "DL "DL 4ZO 4ZO "DL *1 5$1 )551 4:/ "$, ૬ؔؔͷ่Ε ڭࢣͳֶ͠श ˠ ҟৗ ˠ ਖ਼ৗ άϥϑߏԽ ྫʣ ϥϕϧͷ༩ ڭࢣ͋Γֶश ʢ($//ʣ τϥϑΟοΫͷάϥϑߏԽΛར༻͠ɼఆྔతʹج͍ͮͨՄࢹԽʹΑ ͬͯݕ݁Ռʢҟৗʣͷઆ໌͕Ͱ͖ΔҟৗݕΛ࣮ݱ͢Δɽ ՄࢹԽͷྫʣ ϊʔυ ෦άϥϑ 5*EF "$-P[BOP /"CFBOE:-JV 4QFFDIBOE4JHOBM1SPDFTTJOH *$"441 ϊʔυ ෦άϥϑ
ఏҊख๏ᶄ ڭࢣ͋Γֶशܕ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ
άϥϑͷ่Ε άϥϑΈࠐΈ // ఏҊख๏ᶃ ڭࢣͳֶ͠शܕ άϥϑߏԽͨ͠τϥϑΟοΫσʔλʹج͍ͮͨ̎छྨͷҟৗݕख๏Λ ఏҊ͢Δɽ લॲཧ σʔληοτ άϥϑߏԽ ఏҊख๏ᶃɼᶄ
ఏҊख๏ᶃ ڭࢣͳֶ͠शܕ छྨͷ࣌ܥྻಛྔʹղ ରࠩ ࠩ %"31" ෳͷ࣌ܥྻಛྔΛநग़
ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ άϥϑͷ่Ε άϥϑΈࠐΈ // ఏҊख๏ᶄ ڭࢣ͋Γֶशܕ ֬
ʜ ʜ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ
ΟϯυαΠζ ຊݚڀͰɼ-੍͖ͷૄߏֶशख ๏Ͱ͋Δ(SBQIJDBM-BTTPΛར༻͠ɼͷ ΟϯυαΠζͰάϥϑߏԽͨ͠ɽ ఏҊख๏ᶃ ڭࢣͳֶ͠शܕ άϥϑͷ่Ε άϥϑΈࠐΈ // ఏҊख๏ᶄ ڭࢣ͋Γֶशܕ
ʜ ʜ ૄߏֶशʢ(SBQIJDBM-BTTPʣ άϥϑͷ่Ε ఏҊख๏ᶃ ڭࢣͳֶ͠शܕ ਖ਼ৗάϥϑ άϥϑO
άϥϑN ҟৗɿਖ਼ৗͳ૬ؔάϥϑ͕ͲΕ่͚ͩΕ͔ͨ ʜ ʜ ΟϯυαΠζ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ άϥϑΈࠐΈ // ఏҊख๏ᶄ ڭࢣ͋Γֶशܕ ˞άϥϑߏͷఆٛ෦ʹಠࣗੑ͋Δ͕ɼάϥ ϑߏͷ่ΕʹΑΔҟৗݕɼҪखΒ ͕ఏҊ ͨ͠ख๏Λར༻͍ͯ͠Δɽ 5*EF "$-P[BOP /"CFBOE:-JV1SPYJNJUZ CBTFE"OPNBMZ%FUFDUJPOVTJOH4QBSTF4USVDUVSF-FBSO JOH *O1SPDFFEJOHTPG *&&&*OUFSOBUJPOBM$PO GFSFODF PO"DPVTUJDT 4QFFDIBOE4JHOBM1SPDFTTJOH *$"441 Ҫग़ ߶ɼਿࢁ কҟৗݕͱมԽݕ
ʜ ʜ ૄߏֶशʢ(SBQIJDBM-BTTPʣ άϥϑͷ่Ε ఏҊख๏ᶃ ڭࢣͳֶ͠शܕ ਖ਼ৗάϥϑ άϥϑO
άϥϑN ҟৗɿਖ਼ৗͳ૬ؔάϥϑ͕ͲΕ่͚ͩΕ͔ͨ ʜ ʜ ΟϯυαΠζ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ άϥϑΈࠐΈ // ఏҊख๏ᶄ ڭࢣ͋Γֶशܕ 5*EF "$-P[BOP /"CFBOE:-JV1SPYJNJUZ CBTFE"OPNBMZ%FUFDUJPOVTJOH4QBSTF4USVDUVSF-FBSO JOH *O1SPDFFEJOHTPG *&&&*OUFSOBUJPOBM$PO GFSFODF PO"DPVTUJDT 4QFFDIBOE4JHOBM1SPDFTTJOH *$"441 Ҫग़ ߶ɼਿࢁ কҟৗݕͱมԽݕ ˞άϥϑߏͷఆٛ෦ʹಠࣗੑ͋Δ͕ɼάϥ ϑߏͷ่ΕʹΑΔҟৗݕɼҪखΒ ͕ఏҊ ͨ͠ख๏Λར༻͍ͯ͠Δɽ
ਖ਼ৗঢ়ଶͷάϥϑߏ άϥϑͷ࣌ܥྻ ҟৗɿਖ਼ৗͳ૬͕ؔͲͷఔ่Ε͔ͨ ਖ਼ৗঢ়ଶͱԾఆͨ͠୯Ұͷάϥϑߏͱάϥϑͷ࣌ܥྻσʔλͱͷҧ͍Λҟ ৗͱ͠ɼΧϧόοΫɾϥΠϒϥʔڑʹΑͬͯܭࢉΛߦͬͨ ࣌ؒU ࣌ؒU
ҟৗ E 4SD*1 5$1
ਖ਼ৗঢ়ଶͷάϥϑߏ άϥϑͷ࣌ܥྻ ҟৗɿਖ਼ৗͳ૬͕ؔͲͷఔ่Ε͔ͨ ਖ਼ৗঢ়ଶͱԾఆͨ͠୯Ұͷάϥϑߏͱάϥϑͷ࣌ܥྻσʔλͱͷҧ͍Λҟ ৗͱ͠ɼΧϧόοΫɾϥΠϒϥʔڑʹΑͬͯܭࢉΛߦͬͨ ࣌ؒU ࣌ؒU
ҟৗ E 4SD*1 5$1 ͖͍͠
ਤ %"31"ͷਖ਼ղσʔλ͓Αͼ֤࣌ܥྻಛྔ ͱఏҊख๏ ʹΑͬͯݕͨ͠ҟৗͷՄࢹԽ݁Ռ ҟৗɿ 5$1 )551ɼ4:/ɼ
൪ϙʔτʹର͢Δ4:/GMPPE߈ܸ ҟৗ̎ɿ 4SD*1 *$.1ɼ ෳૹ৴ݩ*1͔Β ͭͷૹ৴ઌ*1ʹ ରͯ͠ߦΘΕͨ4NVSG߈ܸ ҟৗ̎ ҟৗ̍ 4ZO 4ZO "DL QJOH
ਤ %"31"ͷਖ਼ղσʔλ͓Αͼ֤࣌ܥྻಛྔ ͱఏҊख๏ ʹΑͬͯݕͨ͠ҟৗͷՄࢹԽ݁Ռ ҟৗɿ 5$1 )551ɼ4:/ɼ
൪ϙʔτʹର͢Δ4:/GMPPE߈ܸ ҟৗ̎ɿ 4SD*1 *$.1ɼ ෳૹ৴ݩ*1͔Β ͭͷૹ৴ઌ*1ʹ ରͯ͠ߦΘΕͨ4NVSG߈ܸ ҟৗ̎ ҟৗ̍ 4ZO 4ZO "DL QJOH ͔͠͠ɼ ఏҊख๏ᶃʹ༷ʑͳ՝͕͋Δ
ਤ %"31"ͷਖ਼ղσʔλ͓Αͼ֤࣌ܥྻಛྔ ͱఏҊख๏ ʹΑͬͯݕͨ͠ҟৗͷՄࢹԽ݁Ռ ҟৗ̎ ҟৗ̍ ࠷େͷݕԆɼ
աݕ͕ൃੜ ʜ ΟϯυαΠζ ɾΟϯυαΠζΛখ͘͢͞Δඞཁ͕͋Δ ˠظతͳ૬͕ؔؔऔΕͳ͘ͳΔ ɾෳͷΟϯυαΠζΛ༻ҙ͢Δ ˠαΠζܾఆΛͲ͏͢Δ͔ ՝ᶃ
(SBQIJDBM -BTTPɼ֤࣌ܥྻಛྔ͕ਖ਼ن Ͱ͋Δ͜ͱʢଟมྔਖ਼نʣΛԾఆͯ͠ ͍Δɽগͳ͘ͱಛఆͷ֬Λ༗͍ͯ͠Δ ͜ͱ͕ٻΊΒΕΔɽ
֬ ߦྻܭࢉʹࣦഊ͢Δ߹͕͋ͬͨ ɾ ࣌ܥྻσʔλ͕ৗʹθϩͰ͋Δ߹ ɾ ࣌ܥྻσʔλ͕ҰఆͰ͋Δ߹ θϩ·ͨҰఆͷσʔλΛল͍ͯάϥϑԽ͢Δ ˠ ࣍ݩʢϊʔυʣଗ͑Δඞཁ͕͋Δ ҟͳΔ࣍ݩͰར༻Ͱ͖Δҟৗݕख๏Λߟ ͑Δඞཁ͕͋Δ ՝ᶄ άϥϑߏԽ
ʜ ʜ ਖ਼ৗάϥϑ άϥϑO άϥϑN ʜ ʜ
ΟϯυαΠζ ୯Ұͷਖ਼ৗঢ়ଶΛԾఆͨ͠ͱ͖ͷҟৗΛݕ͍ͯ͠Δ ˠෳͷਖ਼ৗঢ়ଶʢ࣌ؒґଘڥґଘͳͲʣ͕ଘࡏ͢Δ߹ʹ ޡݕ͢Δ߹͕༧͞ΕΔɽ ՝ᶅ
ʜ ʜ ΟϯυαΠζ ఏҊख๏ᶄ ڭࢣ͋Γֶशܕ
ग़ྗ: ʢਖ਼ৗҟৗʣ ྨ 1PPMJOH 'JOHFSQSJOU 1PPMJOH 'JOHFSQSJOU ̍ۙ ۙ ʜ ʜ // ˎ 8 ˎ 8 ˎ 8 $POW $POW ˎ 8 ˎ 8 ˎ 8 ೖྗ ૄߏֶशʢ(SBQIJDBM-BTTPʣ άϥϑΈࠐΈ // %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ఏҊख๏ᶃ ڭࢣͳֶ͠शܕ άϥϑͷ่Ε άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ 'JOHFSQSJOUɿ ࠷େۙɿ ӅΕαΠζɿ όοναΠζɿ ΤϙοΫɿ σʔλͷׂ߹ʢ܇࿅ɿݕূʣɿ70:30 ($//ͷֶशύϥϝʔλ
˓݁থߏͷάϥϑԽ ˕τϥϑΟοΫσʔλ ҟৗͷཁҼΛՄࢹԽͰ͖ΔҟৗݕͷԠ༻
*1 5$1 )551 4:/ "$, ྫʣ άϥϑߏԽ άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ෦άϥϑ
ਖ਼ղσʔλ ༧ଌ݁Ռ άϥϑߏԽͨ͠τϥϑΟοΫσʔλΛ($//Ͱֶशͨ݁͠Ռɼ༧ଌਫ਼͕ ͱͳͬͨɽ͜ͷઌߦݚڀͰใࠂ͞Ε͍ͯΔͱಉఔʹߴ͍Ͱ͋Δɽ ਤ ਖ਼ղσʔλ͓ΑͼֶशϞσϧʹΑΔ༧ଌ݁Ռ ख๏
༧ଌਫ਼ จݙ χϡʔϥϧωοτϫʔΫ αϙʔτϕΫλʔϚγϯ -45. ϕΠδΞϯωοτϫʔΫ ද ػցֶशܕ*%4ͷઌߦݚڀͷྫ 4.VLLBNBMB FUBM 5SBJOJOH +,JNFUBM ``JO1SPD*OU$POG1MBUGPSN5FDIOPM4FSWJDF r 4$IFCSPMV FUBM $PNQVUFST4FDVSJUZ
($//Ͱֶशͨ͠ϞσϧΛར༻͠ɼ'JOHFS 1SJOUͷऔಘʹޭͨ͠ɽ 4:/GMPPE߈ܸ࣌ɼҟৗ͕ݕ͞Εɼ'JOHFS 1SJOUͰߴ͍ӨڹΛࣔ͢෦ άϥϑɼ)551ͱ4:/ͷ૬ؔؔʹؔ࿈͢ΔͷͰ͋ͬͨɽ (a) (b)
ਤ 'JOHFSQSJOU͓ΑͼҟৗͷཁҼͱͳͬͨ෦άϥϑͷҰྫ4:/GMPPE߈ܸ ෦άϥϑ 'JOHFS1SJOU Өڹ
4NVSG߈ܸ࣌ɼ'JOHFS1SJOUͷӨڹͷߴ͍෦άϥϑɼૹ৴ݩ*1͓Αͼ *$.1ͷ૬ؔؔʹؔ࿈͢ΔͷͰ͋ͬͨɽ ఏҊख๏ᶄͰϊʔυؒͷ૬ؔؔʢ෦άϥϑʣͷՄࢹԽͰ͖ΔͨΊɼϊ ʔυͷՄࢹԽͷΈͰ͋ͬͨఏҊख๏ᶃΑΓ۩ମతͳઆ໌ੑ͕ظͰ͖Δɽ (b) ਤ 'JOHFSQSJOU͓ΑͼҟৗͷཁҼͱͳͬͨ෦άϥϑͷҰྫ4:/GMPPE߈ܸ
෦άϥϑ 'JOHFS1SJOU Өڹ
ग़ྗ: ʢਖ਼ৗҟৗʣ ྨ 1PPMJOH 'JOHFSQSJOU 1PPMJOH 'JOHFSQSJOU ̍ۙ ۙ ʜ ʜ // ˎ 8 ˎ 8 ˎ 8 $POW $POW ˎ 8 ˎ 8 ˎ 8 ೖྗ ఏҊख๏ᶄͰɼ ਖ਼ৗঢ়ଶ͓Αͼҟৗঢ়ଶΛ෦άϥϑ୯ҐͰֶश͢ΔͨΊɼෳͷਖ਼ৗঢ় ଶ͕ଘࡏ͢Δ߹࣍ݩ͕ҟͳΔ߹Ͱؤڧͳݕ͕ظͰ͖Δɽ ਤ /'1ͷωοτϫʔΫུ֓ਤ ఏҊख๏ᶃͷ՝ • ࣍ݩʢϊʔυʣଗ͑Δඞཁ͕͋ͬͨ • ୯Ұͷਖ਼ৗঢ়ଶΛԾఆ͍ͯ͠ΔͨΊɼෳͷਖ਼ৗঢ়ଶʢ࣌ؒґଘڥґ ଘͳͲʣ͕ଘࡏ͢Δ߹ʹޡݕ͢Δ߹͕༧͞ΕΔɽ
ࣗݾհ ൃදͷత ύϥϨϧΩϟϦΞͱ ݚڀΩʔϫʔυ ࡐྉֶͷݚڀ
ใֶͷݚڀ ະདྷͷϏδϣϯͱػցֶश ·ͱΊ
ݚڀॴͷίϯηϓτɿ ʮݸମܕσʔληϯλʔʯ ݱࡏσʔληϯλʔʹڊେͳίϯϐϡʔςΟϯάϦιʔε͕ଘࡏ͍ͯ͠ ·͕͢ɼࠓޙϨΠςϯγʗηΩϡϦςΟʗίετͷཁ͔݅Βɼ͋Β ΏΔॴࣾձɼ৫ʹίϯϐϡʔςΟϯάϦιʔε༹͕͚ࠐΜͰ͍͘ ͜ͱʹͳΓ·͢ɽ
ͦΕΒࢄͨ͠ίϯϐϡʔςΟϯάϦιʔεɼ୯ಠͰίϯϐϡʔςΟϯ άύϫʔΛఏڙ͢Δʹཹ·ΒͣɼͦͷॴࣾձͷཁٻʹԠͯ͡ɼࣗత ʹɼࢄ͋Δ͍༗ػతʹ݁߹͠ɼݱɾΫϥυͦΕͧΕ͕ॎԣʹ݁ͼ ͍ͭͨϋΠϒϦουߏΛͱΔΑ͏ʹػೳ͠·͢ɽ ͜ͷΑ͏ͳγεςϜʹΑΓ࣮ݱ͞ΕΔͷɼਓʑͷۙʹଘࡏ͠ɼϦΞ ϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑ͳ͕Βɼ͔͠͠ಉ࣌ʹόο ΫΤϯυଆ͕༗ػతʹ݁߹͢Δ͜ͱʹΑΓɼ͔ͭͯͳ͍ϚγϯύϫʔͱϦ ιʔεྔΛಈһ͢Δ͜ͱͰݱ࠷ద͔ͭશମ࠷దΛ࣮ݱ͢Δ4VQFS 0SHBOJ[FE8PSMEͰ͢ɽ 1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019//
ݚڀॴͷίϯηϓτɿ ʮݸମܕσʔληϯλʔʯ ݱࡏσʔληϯλʔʹڊେͳίϯϐϡʔςΟϯάϦιʔε͕ଘࡏ͍ͯ͠ ·͕͢ɼࠓޙϨΠςϯγʗηΩϡϦςΟʗίετͷཁ͔݅Βɼ͋Β ΏΔॴࣾձɼ৫ʹίϯϐϡʔςΟϯάϦιʔε༹͕͚ࠐΜͰ͍͘ ͜ͱʹͳΓ·͢ɽ
ͦΕΒࢄͨ͠ίϯϐϡʔςΟϯάϦιʔεɼ୯ಠͰίϯϐϡʔςΟϯ άύϫʔΛఏڙ͢Δʹཹ·ΒͣɼͦͷॴࣾձͷཁٻʹԠͯ͡ɼࣗత ʹɼࢄ͋Δ͍༗ػతʹ݁߹͠ɼݱɾΫϥυͦΕͧΕ͕ॎԣʹ݁ͼ ͍ͭͨϋΠϒϦουߏΛͱΔΑ͏ʹػೳ͠·͢ɽ ͜ͷΑ͏ͳγεςϜʹΑΓ࣮ݱ͞ΕΔͷɼਓʑͷۙʹଘࡏ͠ɼϦΞ ϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑ͳ͕Βɼ͔͠͠ಉ࣌ʹόο ΫΤϯυଆ͕༗ػతʹ݁߹͢Δ͜ͱʹΑΓɼ͔ͭͯͳ͍ϚγϯύϫʔͱϦ ιʔεྔΛಈһ͢Δ͜ͱͰݱ࠷ద͔ͭશମ࠷దΛ࣮ݱ͢Δ4VQFS 0SHBOJ[FE8PSMEͰ͢ɽ 1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019// ϨΠςϯγʗηΩϡϦςΟʗίετͷཁ݅ʹΑΓ େنूத͔Βࢄʹมભ͍ͯ͘͠ ͨͩ͠ɺͨͩͷࢄͰͳ͘ lࣗతʹzࢄ͋Δ͍༗ػతʹ݁߹͠ ϋΠϒϦουߏΛऔΔ ݱ࠷దԽ͔ͭશମ࠷దԽΛ࣮ݱ͠ɺ զʑͷΑΓۙͳଘࡏͱͯ͠ ϦΞϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑Δ ະདྷͷσʔληϯλʔͰ͋Δ ݸମత ˞ࢲͳΓͷղऍ
ͦͦݸମͱɼ • ʮଟͷݸମ͔Βܗ͞Εɼ·ΔͰҰͭͷݸମͰ͋Δ͔ͷΑ͏ʹৼΔ͏ ੜͷूஂͷ͜ͱʯ • ʮݶఆతͳೳͱใ͔࣋ͨ͠ͳ͍ݸମ͕ଟू·ͬͯݸମͷೳྗΛ͑ ͨେ͖ͳ͜ͱΛ͛͠Δͷʯ
Ͱ͋Δʢ8JLJQFEJBΑΓʣɽ 1) https://ja.wikipedia.org/wiki/ 2) http://www.flickr.com/photos/bakkenes/4205012347/ 3) https://fy10119700527i.com/tv/matayoshi-naoki-knowing-the-society-of-ants-3485/ ਤ ϛππϘΞϦͷ ਤ Γௗͷ7ࣈୂྻ
ݚڀॴͷίϯηϓτɿ ʮݸମܕσʔληϯλʔʯ ݱࡏσʔληϯλʔʹڊେͳίϯϐϡʔςΟϯάϦιʔε͕ଘࡏ͍ͯ͠ ·͕͢ɼࠓޙϨΠςϯγʗηΩϡϦςΟʗίετͷཁ͔݅Βɼ͋Β ΏΔॴࣾձɼ৫ʹίϯϐϡʔςΟϯάϦιʔε༹͕͚ࠐΜͰ͍͘ ͜ͱʹͳΓ·͢ɽ
ͦΕΒࢄͨ͠ίϯϐϡʔςΟϯάϦιʔεɼ୯ಠͰίϯϐϡʔςΟϯ άύϫʔΛఏڙ͢Δʹཹ·ΒͣɼͦͷॴࣾձͷཁٻʹԠͯ͡ɼࣗత ʹɼࢄ͋Δ͍༗ػతʹ݁߹͠ɼݱɾΫϥυͦΕͧΕ͕ॎԣʹ݁ͼ ͍ͭͨϋΠϒϦουߏΛͱΔΑ͏ʹػೳ͠·͢ɽ ͜ͷΑ͏ͳγεςϜʹΑΓ࣮ݱ͞ΕΔͷɼਓʑͷۙʹଘࡏ͠ɼϦΞ ϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑ͳ͕Βɼ͔͠͠ಉ࣌ʹόο ΫΤϯυଆ͕༗ػతʹ݁߹͢Δ͜ͱʹΑΓɼ͔ͭͯͳ͍ϚγϯύϫʔͱϦ ιʔεྔΛಈһ͢Δ͜ͱͰݱ࠷ద͔ͭશମ࠷దΛ࣮ݱ͢Δ4VQFS 0SHBOJ[FE8PSMEͰ͢ɽ 1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019// ϨΠςϯγʗηΩϡϦςΟʗίετͷཁ݅ʹΑΓ େنूத͔Βࢄʹมભ͍ͯ͘͠ ͨͩ͠ɺͨͩͷࢄͰͳ͘ lࣗతʹzࢄ͋Δ͍༗ػతʹ݁߹͠ ϋΠϒϦουߏΛऔΔ ݱ࠷దԽ͔ͭશମ࠷దԽΛ࣮ݱ͠ɺ զʑͷΑΓۙͳଘࡏͱͯ͠ ϦΞϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑Δ ະདྷͷσʔληϯλʔͰ͋Δ ݸମత ˞ࢲͳΓͷղऍ
ϒϩά͔ΒͷҾ༻ ֤ίϯϐϡʔςΟϯάಠཱͨ͠ݸମͱͯ͠ػೳ͠ͳ͕Βɼ૯ମͱͯ͠ ౷͞Ε͍ͯΔΑ͏ʹݟ͑ɼখɾதنσʔληϯλʔ͕ϋϒͱͳͬͯɼ݁ Ռతʹશମ͕͏·͘ܨ͕Εߏ͞Ε͍ͯ͘ɽ 1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019/ ֤ίϯϐϡʔςΟϯάஞֶ࣍शʹΑΔಈతͳಛϕΫτϧΛܗ͠ͳ͕
ΒɼෳͷΫϥελʹ·ͱΊΒΕ͍ͯΔΑ͏ʹݟ͑ɼʢҎԼུʣɽ ಛϕΫτϧͷੜ ΫϥελϦϯά ػցֶशతΠϝʔδ ˞ࢲͳΓͷղऍ
ΫϥελϦϯάʢϊʔυؒڑͷҙຯʣ ྨࣅʢϊʔυɿϝτϦοΫͳͲΛར༻ͨ͠ಛϕΫτϧʣ ˠྨࣅ༻్Ϋϥελʹجͮ͘ҟৗݕɾ༧ ϨΠςϯγʢϊʔυɿ௨৴ස௨৴༰Λར༻ͨ͠ಛϕΫτϧʣ ˠϧʔςΟϯάͷॖɼΩϟογϡαʔόͷ࠷దஔ
ཧతڑ ˠՄൖܕαʔόɺσʔληϯλʔͷ࠷దஔ 8FCαʔό ҟৗ ҙใ ࣌ؒ ҟৗݕ ҟৗ༧
࣌ؒ • $16࣌ؒ • σʔλసૹྔ • σΟεΫ*0
• Թ • ৼಈ ͳͲ ୯ҰϊʔυͷϝτϦοΫ ϕΫτϧԽ ؔάϥϑԽ ը૾Խ จࣈྻԽ ۭؒԽ ػցֶश ಛϕΫτϧͷఆٛ ಛϕΫτϧ ͷੜ
࣌ؒ • $16࣌ؒ • σʔλసૹྔ • σΟεΫ*0
• Թ • ৼಈ ͳͲ ୯ҰϊʔυͷϝτϦοΫ ϕΫτϧԽ ؔάϥϑԽ ը૾Խ จࣈྻԽ ۭؒԽ ػցֶश ಛϕΫτϧͷఆٛ ಛϕΫτϧ ͷੜ
෦άϥϑΛֶश͢Δརͭͭ͠ɼڭࢣͳֶ͠शͷԠ༻͍ͨ͠ɽͦͷ ̍ͭͱͯ͠ɼάϥϑߏʹج͍ͮͨΦʔτΤϯίʔμʔʹ͍ͯ͠Δɽ ఏҊख๏ᶄʢ($//ʣʹΑΓෳ࣌ܥྻσʔλΛάϥϑߏͱͯ͠ଊ͑ɼֶ श͢Δ͜ͱ͕ՄೳͰ͋Δɽ ˠ ڭࢣ͋ΓֶशͰ͋ΔͨΊɺϥϕϧ͚͕ඞཁͰ͋Δɽ ؔάϥϑߏԽ
1) https://ritsuan.com/blog/8480/ ਤ ΦʔτΤϯίʔμͷུ֓ਤ
ωοτϫʔΫσʔλΛۭؒσʔλͱͯ͠ଊ͑Δʢྫ͑ɼάϥϑߏ ̍ ࣠ʣ͜ͱ͕Ͱ͖ΕۭؒԽͰ͖Δʁ ۭؒతͳใʢ܈σʔλʣʹରͯ͠ɼྨ֤छηάϝϯςʔγϣϯ͕Ͱ ͖ΔχϡʔϥϧωοτϫʔΫͰ͋Δ1PJOU/FUʹ͍ͯ͠Δɽ ۭؒԽ 1)
https://arxiv.org/abs/1612.00593
ҾྗੱྗϞσϧ தੑࢠ தੑࢠ ిࢠ ిࢠ ిࢠ ిࢠ
ిࢠ ిࢠ ཅ ࢠ தੑࢠ தੑࢠ தੑࢠ ిࢠ ిࢠ ిࢠ ిࢠ ిࢠ ཅ ࢠ தੑࢠ தੑࢠ தੑࢠ ిࢠ ిࢠ ిࢠ ిࢠ ిࢠ ిࢠ ཅ ࢠ தੑࢠ ిࢠ ిࢠ ݪࢠ֩ʢཅࢠɼதੑࢠʣ ˠݪࢠ ෳͷݪࢠ ˠࢠɼ݁থ Ҿྗ ੱྗ ˞ղऍ͕গ͠ࡶͳͷͰҙ ిࢠ ిࢠ ݪࢠͦͷͷݪࢠಉ࢜ͷ݁߹ʹΑΔࢠ݁থɺҾྗͱੱྗ͕Γ߹ͬ ͨঢ়ଶͱߟ͑Δ͜ͱ͕Ͱ͖Δɻ ిࢠ ిࢠ ʢ΄΅༨ஊʣ ԣஅతࢥߟ ͷ͓·͚
ҾྗੱྗϞσϧ தੑࢠ தੑࢠ ిࢠ ిࢠ ిࢠ ిࢠ
ిࢠ ిࢠ ཅ ࢠ தੑࢠ தੑࢠ தੑࢠ ిࢠ ిࢠ ిࢠ ిࢠ ిࢠ ཅ ࢠ தੑࢠ தੑࢠ தੑࢠ ిࢠ ిࢠ ిࢠ ిࢠ ిࢠ ిࢠ ཅ ࢠ தੑࢠ ిࢠ ిࢠ ݪࢠ֩ʢཅࢠɼதੑࢠʣ ˠݪࢠ ෳͷݪࢠ ˠࢠɼ݁থ Ҿྗ ੱྗ ˞ղऍ͕গ͠ࡶͳͷͰҙ ిࢠ ిࢠ ݪࢠͦͷͷݪࢠಉ࢜ͷ݁߹ʹΑΔࢠ݁থɺҾྗͱੱྗ͕Γ߹ͬ ͨঢ়ଶͱߟ͑Δ͜ͱ͕Ͱ͖Δɻ ిࢠ ిࢠ
ҾྗੱྗϞσϧ தੑࢠ தੑࢠ Ωϟο γϡ Ωϟο γϡ
Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ ௨ ৴ ϝτϦοΫ தੑࢠ தੑࢠ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ ௨ ৴ ϝτϦοΫ தੑࢠ தੑࢠ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ ௨ ৴ ϝτϦοΫ Ωϟο γϡ Ωϟογϡ ݪࢠ֩ʢڵຯɼϝτϦοΫʣ ˠϊʔυʢαʔόʣ ෳͷϊʔυ ˠΫϥελ Ҿྗ ੱྗ ˞ղऍ͕গ͠ࡶͳͷͰҙ Ωϟο γϡ Ωϟο γϡ ௨৴༰ͳͲΛͱʹΩϟογϡΛஔ͢ΔϞσϧͰ͓͖͔͑ΔͱɺΩϟο γϡαʔόͷ࠷దஔʹར༻Ͱ͖Δ͔͠Εͳ͍ɻ Ωϟο γϡ Ωϟο γϡ Ωϟογϡ αʔό
ҾྗੱྗϞσϧ தੑࢠ தੑࢠ Ωϟο γϡ Ωϟο γϡ
Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ ڵ ຯ ϝτϦοΫ தੑࢠ தੑࢠ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ ڵ ຯ ϝτϦοΫ தੑࢠ தੑࢠ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ Ωϟο γϡ ڵ ຯ ϝτϦοΫ Ωϟο γϡ Ωϟογϡ ݪࢠ֩ʢڵຯɼϝτϦοΫʣ ˠϊʔυʢαʔόʣ ෳͷϊʔυ ˠΫϥελ Ҿྗ ੱྗ ˞ղऍ͕গ͠ࡶͳͷͰҙ Ωϟο γϡ Ωϟο γϡ ௨৴༰ͳͲΛͱʹΩϟογϡΛஔ͢ΔϞσϧͰ͓͖͔͑ΔͱɺΩϟο γϡαʔόͷ࠷దஔʹར༻Ͱ͖Δ͔͠Εͳ͍ɻ Ωϟο γϡ Ωϟο γϡ Ωϟογϡ αʔό ಛϕΫτϧΛ Ҿྗʢूத͢Δํʹಇ͘ಛྔʣ ੱྗʢࢄ͢Δํʹಇ͘ಛྔʣ ʹղͯ͠ଊ͑Δͱ ໘ന͍ͷ͔͠Εͳ͍
ࣗݾհ ൃදͷత ύϥϨϧΩϟϦΞͱ ݚڀΩʔϫʔυ ࡐྉֶͷݚڀ
ใֶͷݚڀ ະདྷͷϏδϣϯͱػցֶश ·ͱΊ
ػցֶश άϥϑߏԽ ݁থߏ ੑ τϥϑΟοΫσʔλ
ϝτϦοΫσʔλ ωοτϫʔΫσʔλ Ϗοάσʔλ ͘͞Βʢใֶʣ ཧݚʢࡐྉֶʣ ڞ௨ͷ ݚڀΩʔϫʔυ ৽͍͠ࡐྉͷ࣮ݱ ৽͍͠σʔληϯλʔͷ࣮ݱ త ͘͞Βʢใֶʣ ཧݚʢࡐྉֶʣ