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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

kumagallium
March 27, 2019

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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  1. 2 3 7 9 0 1
    ©SAKURA Internet Inc.

    ."$)*/&-&"3/*/(.FFUVQ,"/4"* !େࡕ

    View Slide



  2. ࢯ໊
    ۽୩ ক໵ ࡀ

    ܦྺ
    ෣௽޻ۀߴ౳ઐ໳ֶߍ
    ෣௽޻ۀߴ౳ઐ໳ֶߍ ઐ߈Պ
    େࡕେֶେֶӃ ޻ֶݚڀՊ
    ؀ڥɾΤωϧΪʔ޻ֶઐ߈ म࢜՝ఔ
    େࡕେֶେֶӃ ޻ֶݚڀՊ
    ؀ڥɾΤωϧΪʔ޻ֶઐ߈ ത࢜՝ఔ
    ͘͞ΒΠϯλʔωοτגࣜձࣾ ݚڀॴ
    ཧԽֶݚڀॴ "*1ηϯλʔ
    ֶश೥਺
    ɾࡐྉ޻ֶɿ໿೥
    ɾػցֶशɿ໿೥

    ޚ
    ޻
    ֶ

    ػ


    ޻
    ֶ
    ύϥϨϧΩϟϦΞ
    5XJUUFS !LVNBHBMMJVN
    2JJUB .@,VNBHBJ

    View Slide

  3. ࣗݾ঺հ
    ൃදͷ໨త
    ύϥϨϧΩϟϦΞͱ͸
    ݚڀΩʔϫʔυ
    ࡐྉ޻ֶ෼໺ͷݚڀ
    ৘ใ޻ֶ෼໺ͷݚڀ
    ະདྷͷϏδϣϯͱػցֶश
    ·ͱΊ

    View Slide

  4. ࣗݾ঺հ
    ൃදͷ໨త
    ύϥϨϧΩϟϦΞͱ͸
    ݚڀΩʔϫʔυ
    ࡐྉ޻ֶ෼໺ͷݚڀ
    ৘ใ޻ֶ෼໺ͷݚڀ
    ະདྷͷϏδϣϯͱػցֶश
    ·ͱΊ

    View Slide



  5. ͓࣋ͪؼΓ͍͚ͨͩͦ͏ͳ͜ͱ
    ύϥϨϧΩϟϦΞʢ෭ۀʣͷ࣮ଶͱ޻෉ʢগ͠ʣ
    ଞ෼໺ʢࡐྉ޻ֶʣͰͷػցֶशࣄྫʢগ͠ʣ
    άϥϑߏ଄ʹجͮ͘ػցֶश
    ίϯηϓτ΍ΞΠσΞ
    ˞ গֶ͠ձൃදతͳൃදελΠϧ͔΋͠Ε·ͤΜ
    ˞ ڵຯͷ͋Δ෦෼͕গ͠Ͱ΋͋Ε͹ɼͥͻٞ࿦͍ͤͯͩ͘͞͞

    View Slide

  6. ࣗݾ঺հ
    ൃදͷ໨త
    ύϥϨϧΩϟϦΞͱ͸
    ݚڀΩʔϫʔυ
    ࡐྉ޻ֶ෼໺ͷݚڀ
    ৘ใ޻ֶ෼໺ͷݚڀ
    ະདྷͷϏδϣϯͱػցֶश
    ·ͱΊ

    View Slide




  7. !30
    !
    !



    ͘͞ΒΠϯλʔωοτͰ͸ɼಇ͖ํվֵͷҰ؀ͱͯ͠ಠࣗͷ੍
    ౓ʮ͞ͿΓ͜ʯΛಋೖ͍ͯ͠Δɽ

    View Slide




  8. !30
    !
    !



    ͘͞ΒΠϯλʔωοτͰ͸ɼಇ͖ํվֵͷҰ؀ͱͯ͠ಠࣗͷ੍
    ౓ʮ͞ͿΓ͜ʯΛಋೖ͍ͯ͠Δɽ

    View Slide




  9. ໿ ໿
    ࣌ؒ ݄
    ͘͞Β
    ʢ৘ใ޻ֶʣ
    αΠόʔ߈ܸରࡦʢ*%4ʣ
    ௒ݸମܕ%$ͷ࣮ݱ
    ཧݚ
    ʢࡐྉ޻ֶʣ
    ࣮ݧ஋%#࡞੒
    ৽نແػࡐྉͷઃܭ
    ࣌ؒº೔࣌ؒ ࣌ؒ
    ಄ͷϦιʔε

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  10. ཧݚ
    ʢࡐྉ޻ֶʣ
    ࣮ݧ஋%#࡞੒
    ৽نແػࡐྉͷઃܭ
    ͘͞Β
    ʢ৘ใ޻ֶʣ
    αΠόʔ߈ܸରࡦʢ*%4ʣ
    ௒ݸମܕ%$ͷ࣮ݱ
    ڞ௨ͷ
    ݚڀ
    Ωʔϫʔυ
    ໿ ໿
    ࣌ؒ ݄ ࣌ؒº೔࣌ؒ ࣌ؒ
    ಄ͷϦιʔε ໿

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  11. ཧݚ
    ʢࡐྉ޻ֶʣ
    ࣮ݧ஋%#࡞੒
    ৽نແػࡐྉͷઃܭ
    ͘͞Β
    ʢ৘ใ޻ֶʣ
    αΠόʔ߈ܸରࡦʢ*%4ʣ
    ௒ݸମܕ%$ͷ࣮ݱ
    ໿ ໿
    ࣌ؒ ݄ ࣌ؒº೔࣌ؒ ࣌ؒ
    ಄ͷϦιʔε ໿
    ػցֶश
    Ϗοάσʔλ
    άϥϑߏ଄

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  12. ࣗݾ঺հ
    ൃදͷ໨త
    ύϥϨϧΩϟϦΞͱ͸
    ݚڀΩʔϫʔυ
    ࡐྉ޻ֶ෼໺ͷݚڀ
    ৘ใ޻ֶ෼໺ͷݚڀ
    ະདྷͷϏδϣϯͱػցֶश
    ·ͱΊ

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  13. 6
    41,635 curves
    9,097 figures
    1,872 papers
    10,989 samples
    DB40

    ˓࣮ݧ஋%#ͷ࡞੒
    ˓ػցֶशʹΑΔࡐྉ୳ࡧɾઃܭ



    https://www.starrydata2.org/
    ͲͷΑ͏ͳݩૉͰɺͲͷΑ͏ͳ૊Έ߹Θͤʢ૊੒ʣͰ͋Ε͹ɺͲͷΑ͏ͳ෺
    ੑ஋͕ಘΒΕΔ͔ΛχϡʔϥϧωοτϫʔΫΛ༻͍ͯ༧ଌ͢ΔݚڀΛ͍ͯ͠Δɻ

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  14. ˓݁থߏ଄ͷάϥϑԽ



    ˕༗ػࡐྉ ˕ແػࡐྉ

    %BWJE%VWFOBVE FUBM *OUIF1SPD/*14 .POUSFBM $BOBEB %FDFNFCFS


    5JBO9JF BOE+FGGSFZ$(SPTTNBO 1IZT3FW-FUU

    ෼ࢠߏ଄ͷάϥϑԽ
    ݁থߏ଄ͷάϥϑԽ̎

    άϥϑ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ
    ಟੑɼਫ༹ੑͷ༧ଌ ҆ఆੑɼ෺ੑͷ༧ଌ

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  15. IUUQTMJCSBSZOBJTUKQNZMJNFEJPEMMJNFEJPTIPXQEGDHJ%-1%'3@1
    $//ͷ৔߹
    ($//ͷ৔߹
    ਤ άϥϑ৞ΈࠐΈχϡʔϥϧωοτϫʔΫͷུ֓ਤ͓Αͼάϥϑදݱ
    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

    View Slide





  16. %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
    ೖྗ















    ʜ
    ˞ਖ਼֬ʹ͸ɼͰ͸ͳ͘d·Ͱͷ஋
    'JOHFS1SJOU
    ਤ /'1ͷωοτϫʔΫུ֓ਤ
    /FVSBM'JOHFS1SJOU

    View Slide





  17. %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
    ೖྗ















    ʜ
    ˞ਖ਼֬ʹ͸ɼͰ͸ͳ͘d·Ͱͷ஋
    'JOHFS1SJOU
    ਤ /'1ͷωοτϫʔΫུ֓ਤ
    /FVSBM'JOHFS1SJOU
    ͘͞ΒΠϯλʔωοτͰͷ
    ݚڀʹ׆͔ͤͳ͍͔

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  18. ˓݁থߏ଄ͷάϥϑԽ



    ˕τϥϑΟοΫσʔλ
    ҟৗͷཁҼΛՄࢹԽͰ͖Δҟৗݕ஌΁ͷԠ༻






    *1
    5$1
    )551
    4:/
    "$,
    ྫʣ
    άϥϑߏ଄Խ
    άϥϑ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ





    ෦෼άϥϑ

    View Slide




  19. ˓݁থߏ଄ͷάϥϑԽ



    ˕τϥϑΟοΫσʔλ
    ৵ೖݕ஌γεςϜʢ*%4ʣ΁ͷԠ༻






    *1
    5$1
    )551
    4:/
    "$,
    ྫʣ
    άϥϑߏ଄Խ
    άϥϑ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ
    ৘ใॲཧֶձ ୈճશࠃେձ
    ୈճΠϯλʔωοτͱӡ༻ٕज़
    ݚڀൃදձʢ*05ʣ

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  20. ҟৗݕ஌
    τϥϑΟοΫ ݕূ ରॲ
    ͲΜͳҟৗʁ
    ຊ౰ʹҟৗʁ
    ਖ਼ৗҟৗ
    ҟৗͷछྨ
    ख๏ ༧ଌਫ਼౓ ֶशର৅ จݙ
    χϡʔϥϧωοτϫʔΫ ਖ਼ৗҟৗ

    αϙʔτϕΫλʔϚγϯ ਖ਼ৗҟৗ

    -45. ҟৗͷछྨʢछʣ

    ϕΠδΞϯωοτϫʔΫ ҟৗͷछྨʢछʣ

    ද ػցֶशΛར༻ͨ͠ҟৗݕ஌ͷઌߦݚڀͷྫ
    ͢Ͱʹߴ͍༧ଌਫ਼౓͕ใࠂ͕ଘࡏ
    ଟ͘ͷ࣌ؒΛඅ΍͢

    4.VLLBNBMB FUBM 5SBJOJOH


    +,JNFUBM ``JO1SPD*OU$POG1MBUGPSN5FDIOPM4FSWJDF
    r

    4$IFCSPMV FUBM $PNQVUFST4FDVSJUZ

    ࣮ӡ༻্ɼݕূʹଟ͘ͷ࣌ؒΛඅ΍͢͜ͱΛආ͚ΔͨΊɼݕূͷॿ͚ʹͳΔ
    ൑அࡐྉͷఏڙ͕ඞཁͰ͋Δɽ

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  21. ը૾ॲཧͷ෼໺Ͱ͸ɼೖྗը૾ͷͲͷ෦෼͕ॏཁͰ͋Δ͔Λఆྔత਺஋͓Αͼ
    ͦΕʹج͍ͮͨՄࢹԽʹΑͬͯ൑ఆ݁ՌΛઆ໌͢Δख๏͕͢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

    View Slide




  22. ը૾ॲཧͷ෼໺Ͱ͸ɼೖྗը૾ͷͲͷ෦෼͕ॏཁͰ͋Δ͔Λఆྔత਺஋͓Αͼ
    ͦΕʹج͍ͮͨՄࢹԽʹΑͬͯ൑ఆ݁ՌΛઆ໌͢Δख๏͕͢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

    ҟৗݕ஌ʹ͓͍ͯ΋ɼ
    τϥϑΟοΫͷͲͷཁૉ͕ݕ஌݁Ռʹରͯ͠Өڹ͍͔ͯͨ͠ Λ
    ఆྔత਺஋ʹج͍ͮͨՄࢹԽʹΑͬͯઆ໌
    Ͱ͖Ε͹ɼݕূͷॿ͚ͱͳΔ

    View Slide






  23. DARPA 1998 Dataset






    *1
    5$1
    )551
    4:/
    "$,
    ྫʣ
    ֤ϑΟʔϧυ৘ใ͸ɼϓϩτίϧʹैͬͨ࣌ܥྻతڍಈΛࣔ͢ɽ
    4ZO
    4ZO"DL
    "DL

    ΢ΣΠϋϯυγΣΠΫ
    ҎԼͷఆٛʹΑΓɼτϥϑΟοΫΛάϥϑߏ଄Խ͢Δɽ
    ϊʔυɿϑΟʔϧυ৘ใ
    ΤοδɿϑΟʔϧυ৘ใͷ࣌ܥྻతڍಈͷ૬ؔ
    άϥϑߏ଄Խ
    1) http://www.picfun.com/lan19a.html

    View Slide








  24. *1
    5$1
    )551
    4:/
    "$,
    4ZO
    4ZO"DL
    "DL
    4ZO
    4ZO"DL




    *1
    5$1
    )551
    4:/
    "$,
    ૬ؔؔ܎ͷ่Ε

    ڭࢣͳֶ͠श
    ˠ ҟৗ
    ˠ ਖ਼ৗ
    άϥϑߏ଄Խ
    ྫʣ ϥϕϧͷ෇༩
    ڭࢣ͋Γֶश
    ʢ($//ʣ
    τϥϑΟοΫͷάϥϑߏ଄ԽΛར༻͠ɼఆྔత਺஋ʹج͍ͮͨՄࢹԽʹΑ
    ͬͯݕ஌݁Ռʢҟৗʣͷઆ໌͕Ͱ͖Δҟৗݕ஌Λ࣮ݱ͢Δɽ




    ՄࢹԽͷྫʣ
    ϊʔυ
    ෦෼άϥϑ

    5*EF "$-P[BOP /"CFBOE:-JV 4QFFDIBOE4JHOBM1SPDFTTJOH *$"441


    ϊʔυ
    ෦෼άϥϑ

    View Slide




  25. ఏҊख๏ᶄ
    ڭࢣ͋Γֶशܕ
    %"31"
    ෳ਺ͷ࣌ܥྻಛ௃ྔΛநग़
    ର਺ࠩ෼ܥྻσʔλ΁ͷม׵
    ඪ४Խ
    ૄߏ଄ֶशʢ(SBQIJDBM-BTTPʣ
    άϥϑͷ่Ε
    άϥϑ৞ΈࠐΈ
    //
    ఏҊख๏ᶃ
    ڭࢣͳֶ͠शܕ
    άϥϑߏ଄Խͨ͠τϥϑΟοΫσʔλʹج͍ͮͨ̎छྨͷҟৗݕ஌ख๏Λ
    ఏҊ͢Δɽ
    લॲཧ
    σʔληοτ
    άϥϑߏ଄Խ
    ఏҊख๏ᶃɼᶄ

    View Slide




  26. ఏҊख๏ᶃ
    ڭࢣͳֶ͠शܕ
    छྨͷ࣌ܥྻಛ௃ྔʹ෼ղ
    ର਺ࠩ෼
    ෼ࠩ෼

    %"31"
    ෳ਺ͷ࣌ܥྻಛ௃ྔΛநग़
    ର਺ࠩ෼ܥྻσʔλ΁ͷม׵
    ඪ४Խ
    ૄߏ଄ֶशʢ(SBQIJDBM-BTTPʣ
    άϥϑͷ่Ε
    άϥϑ৞ΈࠐΈ
    //
    ఏҊख๏ᶄ
    ڭࢣ͋Γֶशܕ
    ֬཰෼෍

    View Slide



  27. ʜ ʜ
    %"31"
    ෳ਺ͷ࣌ܥྻಛ௃ྔΛநग़
    ର਺ࠩ෼ܥྻσʔλ΁ͷม׵
    ඪ४Խ
    ૄߏ଄ֶशʢ(SBQIJDBM-BTTPʣ

    ΢Οϯυ΢αΠζ෼
    ຊݚڀͰ͸ɼ-੍໿෇͖ͷૄߏ଄ֶशख
    ๏Ͱ͋Δ(SBQIJDBM-BTTPΛར༻͠ɼ෼ͷ
    ΢Οϯυ΢αΠζͰάϥϑߏ଄Խͨ͠ɽ
    ఏҊख๏ᶃ
    ڭࢣͳֶ͠शܕ
    άϥϑͷ่Ε
    άϥϑ৞ΈࠐΈ
    //
    ఏҊख๏ᶄ
    ڭࢣ͋Γֶशܕ

    View Slide



  28. ʜ ʜ
    ૄߏ଄ֶशʢ(SBQIJDBM-BTTPʣ
    άϥϑͷ่Ε
    ఏҊख๏ᶃ
    ڭࢣͳֶ͠शܕ
    ਖ਼ৗάϥϑ άϥϑO άϥϑN
    ҟৗ౓ɿਖ਼ৗͳ૬ؔάϥϑ͕ͲΕ่͚ͩΕ͔ͨ
    ʜ ʜ

    ΢Οϯυ΢αΠζ෼
    %"31"
    ෳ਺ͷ࣌ܥྻಛ௃ྔΛநग़
    ର਺ࠩ෼ܥྻσʔλ΁ͷม׵
    ඪ४Խ
    άϥϑ৞ΈࠐΈ
    //
    ఏҊख๏ᶄ
    ڭࢣ͋Γֶशܕ ˞άϥϑߏ଄ͷఆٛ෦෼ʹಠࣗੑ͸͋Δ͕ɼάϥ
    ϑߏ଄ͷ่ΕʹΑΔҟৗݕ஌͸ɼҪखΒ
    ͕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 কҟৗݕ஌ͱมԽݕ஌

    View Slide



  29. ʜ ʜ
    ૄߏ଄ֶशʢ(SBQIJDBM-BTTPʣ
    άϥϑͷ่Ε
    ఏҊख๏ᶃ
    ڭࢣͳֶ͠शܕ
    ਖ਼ৗάϥϑ άϥϑO άϥϑN
    ҟৗ౓ɿਖ਼ৗͳ૬ؔάϥϑ͕ͲΕ่͚ͩΕ͔ͨ
    ʜ ʜ

    ΢Οϯυ΢αΠζ෼
    %"31"
    ෳ਺ͷ࣌ܥྻಛ௃ྔΛநग़
    ର਺ࠩ෼ܥྻσʔλ΁ͷม׵
    ඪ४Խ
    άϥϑ৞ΈࠐΈ
    //
    ఏҊख๏ᶄ
    ڭࢣ͋Γֶशܕ

    5*EF "$-P[BOP /"CFBOE:-JV1SPYJNJUZ CBTFE"OPNBMZ%FUFDUJPOVTJOH4QBSTF4USVDUVSF-FBSO JOH *O1SPDFFEJOHTPG
    *&&&*OUFSOBUJPOBM$PO GFSFODF PO"DPVTUJDT 4QFFDIBOE4JHOBM1SPDFTTJOH *$"441



    Ҫग़ ߶ɼਿࢁ কҟৗݕ஌ͱมԽݕ஌

    ˞άϥϑߏ଄ͷఆٛ෦෼ʹಠࣗੑ͸͋Δ͕ɼάϥ
    ϑߏ଄ͷ่ΕʹΑΔҟৗݕ஌͸ɼҪखΒ
    ͕ఏҊ
    ͨ͠ख๏Λར༻͍ͯ͠Δɽ

    View Slide




  30. ਖ਼ৗঢ়ଶͷάϥϑߏ଄ άϥϑͷ࣌ܥྻ
    ҟৗ౓ɿਖ਼ৗͳ૬͕ؔͲͷఔ౓่Ε͔ͨ
    ਖ਼ৗঢ়ଶͱԾఆͨ͠୯Ұͷάϥϑߏ଄ͱάϥϑͷ࣌ܥྻσʔλͱͷҧ͍Λҟ
    ৗ౓ͱ͠ɼΧϧόοΫɾϥΠϒϥʔڑ཭ʹΑͬͯܭࢉΛߦͬͨ
    ࣌ؒU ࣌ؒU
    ҟৗ౓ E
    4SD*1 5$1

    View Slide




  31. ਖ਼ৗঢ়ଶͷάϥϑߏ଄ άϥϑͷ࣌ܥྻ
    ҟৗ౓ɿਖ਼ৗͳ૬͕ؔͲͷఔ౓่Ε͔ͨ
    ਖ਼ৗঢ়ଶͱԾఆͨ͠୯Ұͷάϥϑߏ଄ͱάϥϑͷ࣌ܥྻσʔλͱͷҧ͍Λҟ
    ৗ౓ͱ͠ɼΧϧόοΫɾϥΠϒϥʔڑ཭ʹΑͬͯܭࢉΛߦͬͨ
    ࣌ؒU ࣌ؒU
    ҟৗ౓ E
    4SD*1 5$1
    ͖͍͠஋

    View Slide




  32. ਤ %"31"ͷਖ਼ղσʔλ͓Αͼ֤࣌ܥྻಛ௃ྔ
    ͱఏҊख๏ ʹΑͬͯݕ஌ͨ͠ҟৗͷՄࢹԽ݁Ռ
    ҟৗɿ 5$1 )551ɼ4:/ɼ
    ൪ϙʔτʹର͢Δ4:/GMPPE߈ܸ
    ҟৗ̎ɿ 4SD*1 *$.1ɼ
    ෳ਺ૹ৴ݩ*1͔Β ͭͷૹ৴ઌ*1ʹ
    ରͯ͠ߦΘΕͨ4NVSG߈ܸ
    ҟৗ̎
    ҟৗ̍
    4ZO
    4ZO"DL
    QJOH

    View Slide




  33. ਤ %"31"ͷਖ਼ղσʔλ͓Αͼ֤࣌ܥྻಛ௃ྔ
    ͱఏҊख๏ ʹΑͬͯݕ஌ͨ͠ҟৗͷՄࢹԽ݁Ռ
    ҟৗɿ 5$1 )551ɼ4:/ɼ
    ൪ϙʔτʹର͢Δ4:/GMPPE߈ܸ
    ҟৗ̎ɿ 4SD*1 *$.1ɼ
    ෳ਺ૹ৴ݩ*1͔Β ͭͷૹ৴ઌ*1ʹ
    ରͯ͠ߦΘΕͨ4NVSG߈ܸ
    ҟৗ̎
    ҟৗ̍
    4ZO
    4ZO"DL
    QJOH
    ͔͠͠ɼ
    ఏҊख๏ᶃʹ͸༷ʑͳ՝୊͕͋Δ

    View Slide




  34. ਤ %"31"ͷਖ਼ղσʔλ͓Αͼ֤࣌ܥྻಛ௃ྔ
    ͱఏҊख๏ ʹΑͬͯݕ஌ͨ͠ҟৗͷՄࢹԽ݁Ռ
    ҟৗ̎
    ҟৗ̍
    ࠷େ෼ͷݕ஌஗Ԇɼ
    ա৒ݕ஌͕ൃੜ
    ʜ
    ΢Οϯυ΢αΠζ෼
    ɾ΢Οϯυ΢αΠζΛখ͘͢͞Δඞཁ͕͋Δ
    ˠ௕ظతͳ૬ؔؔ܎͕औΕͳ͘ͳΔ
    ɾෳ਺ͷ΢Οϯυ΢αΠζΛ༻ҙ͢Δ
    ˠαΠζܾఆΛͲ͏͢Δ͔
    ՝୊ᶃ

    View Slide




  35. (SBQIJDBM -BTTP͸ɼ֤࣌ܥྻಛ௃ྔ͕ਖ਼ن
    ෼෍Ͱ͋Δ͜ͱʢଟมྔਖ਼ن෼෍ʣΛԾఆͯ͠
    ͍Δɽগͳ͘ͱ΋ಛఆͷ֬཰෼෍Λ༗͍ͯ͠Δ
    ͜ͱ͕ٻΊΒΕΔɽ


    ֬཰෼෍
    ߦྻܭࢉʹࣦഊ͢Δ৔߹͕͋ͬͨ
    ɾ ࣌ܥྻσʔλ͕ৗʹθϩͰ͋Δ৔߹
    ɾ ࣌ܥྻσʔλ͕ҰఆͰ͋Δ৔߹
    θϩ·ͨ͸ҰఆͷσʔλΛল͍ͯάϥϑԽ͢Δ
    ˠ ࣍ݩʢϊʔυ਺ʣ͸ଗ͑Δඞཁ͕͋Δ
    ҟͳΔ࣍ݩͰ΋ར༻Ͱ͖Δҟৗݕ஌ख๏Λߟ
    ͑Δඞཁ͕͋Δ
    ՝୊ᶄ
    άϥϑߏ଄Խ

    View Slide




  36. ʜ ʜ
    ਖ਼ৗάϥϑ άϥϑO άϥϑN
    ʜ ʜ
    ΢Οϯυ΢αΠζ෼
    ୯Ұͷਖ਼ৗঢ়ଶΛԾఆͨ͠ͱ͖ͷҟৗΛݕ஌͍ͯ͠Δ
    ˠෳ਺ͷਖ਼ৗঢ়ଶʢ࣌ؒґଘ΍؀ڥґଘͳͲʣ͕ଘࡏ͢Δ৔߹ʹ
    ޡݕ஌͢Δ৔߹͕༧૝͞ΕΔɽ
    ՝୊ᶅ

    View Slide

  37. ʜ ʜ
    ΢Οϯυ΢αΠζ෼



    ఏҊख๏ᶄ
    ڭࢣ͋Γֶशܕ




















    ग़ྗ:
    ʢਖ਼ৗҟৗʣ
    ෼ྨ




    1PPMJOH
    'JOHFSQSJOU
    1PPMJOH
    'JOHFSQSJOU
    ̍ۙ๣ ۙ๣
    ʜ
    ʜ
    //

    ˎ 8
    ˎ 8
    ˎ 8
    $POW૚ $POW૚
    ˎ 8
    ˎ 8
    ˎ 8
    ೖྗ
    ૄߏ଄ֶशʢ(SBQIJDBM-BTTPʣ
    άϥϑ৞ΈࠐΈ
    //
    %"31"
    ෳ਺ͷ࣌ܥྻಛ௃ྔΛநग़
    ର਺ࠩ෼ܥྻσʔλ΁ͷม׵
    ඪ४Խ
    ఏҊख๏ᶃ
    ڭࢣͳֶ͠शܕ
    άϥϑͷ่Ε
    άϥϑ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ
    'JOHFSQSJOU௕ɿ
    ࠷େۙ๣਺ɿ
    ӅΕ૚αΠζɿ
    όοναΠζɿ
    ΤϙοΫ਺ɿ
    σʔλͷׂ߹ʢ܇࿅ɿݕূʣɿ70:30
    ($//ͷֶशύϥϝʔλ

    View Slide



  38. ˓݁থߏ଄ͷάϥϑԽ



    ˕τϥϑΟοΫσʔλ
    ҟৗͷཁҼΛՄࢹԽͰ͖Δҟৗݕ஌΁ͷԠ༻






    *1
    5$1
    )551
    4:/
    "$,
    ྫʣ
    άϥϑߏ଄Խ
    άϥϑ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ





    ෦෼άϥϑ

    View Slide




  39. ਖ਼ղσʔλ
    ༧ଌ݁Ռ
    άϥϑߏ଄Խͨ͠τϥϑΟοΫσʔλΛ($//Ͱֶशͨ݁͠Ռɼ༧ଌਫ਼౓͕
    ͱͳͬͨɽ͜ͷ஋͸ઌߦݚڀͰใࠂ͞Ε͍ͯΔ஋ͱಉఔ౓ʹߴ͍஋Ͱ͋Δɽ
    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

    View Slide




  40. ($//Ͱֶशͨ͠ϞσϧΛར༻͠ɼ'JOHFS 1SJOUͷऔಘʹ੒ޭͨ͠ɽ
    4:/GMPPE߈ܸ࣌ɼҟৗ͕ݕ஌͞Εɼ'JOHFS 1SJOU಺Ͱߴ͍Өڹ౓Λࣔ͢෦
    ෼άϥϑ͸ɼ)551ͱ4:/ͷ૬ؔؔ܎ʹؔ࿈͢Δ΋ͷͰ͋ͬͨɽ
    (a)
    (b) ਤ 'JOHFSQSJOU͓ΑͼҟৗͷཁҼͱͳͬͨ෦෼άϥϑͷҰྫ4:/GMPPE߈ܸ
    ෦෼άϥϑ
    'JOHFS1SJOU
    Өڹ౓

    View Slide




  41. 4NVSG߈ܸ࣌ɼ'JOHFS1SJOU಺ͷӨڹ౓ͷߴ͍෦෼άϥϑ͸ɼૹ৴ݩ*1͓Αͼ
    *$.1ͷ૬ؔؔ܎ʹؔ࿈͢Δ΋ͷͰ͋ͬͨɽ
    ఏҊख๏ᶄͰ͸ϊʔυؒͷ૬ؔؔ܎ʢ෦෼άϥϑʣͷՄࢹԽͰ͖ΔͨΊɼϊ
    ʔυͷՄࢹԽͷΈͰ͋ͬͨఏҊख๏ᶃΑΓ΋۩ମతͳઆ໌ੑ͕ظ଴Ͱ͖Δɽ
    (b)
    ਤ 'JOHFSQSJOU͓ΑͼҟৗͷཁҼͱͳͬͨ෦෼άϥϑͷҰྫ4:/GMPPE߈ܸ
    ෦෼άϥϑ
    'JOHFS1SJOU
    Өڹ౓

    View Slide
























  42. ग़ྗ:
    ʢਖ਼ৗҟৗʣ
    ෼ྨ




    1PPMJOH
    'JOHFSQSJOU
    1PPMJOH
    'JOHFSQSJOU
    ̍ۙ๣ ۙ๣
    ʜ
    ʜ
    //

    ˎ 8
    ˎ 8
    ˎ 8
    $POW૚ $POW૚
    ˎ 8
    ˎ 8
    ˎ 8
    ೖྗ
    ఏҊख๏ᶄͰ͸ɼ
    ਖ਼ৗঢ়ଶ͓Αͼҟৗঢ়ଶΛ෦෼άϥϑ୯ҐͰֶश͢ΔͨΊɼෳ਺ͷਖ਼ৗঢ়
    ଶ͕ଘࡏ͢Δ৔߹΍࣍ݩ͕ҟͳΔ৔߹Ͱ΋ؤڧͳݕ஌͕ظ଴Ͱ͖Δɽ
    ਤ /'1ͷωοτϫʔΫུ֓ਤ
    ఏҊख๏ᶃͷ՝୊
    • ࣍ݩʢϊʔυ਺ʣ͸ଗ͑Δඞཁ͕͋ͬͨ
    • ୯Ұͷਖ਼ৗঢ়ଶΛԾఆ͍ͯ͠ΔͨΊɼෳ਺ͷਖ਼ৗঢ়ଶʢ࣌ؒґଘ΍؀ڥґ
    ଘͳͲʣ͕ଘࡏ͢Δ৔߹ʹޡݕ஌͢Δ৔߹͕༧૝͞ΕΔɽ

    View Slide

  43. ࣗݾ঺հ
    ൃදͷ໨త
    ύϥϨϧΩϟϦΞͱ͸
    ݚڀΩʔϫʔυ
    ࡐྉ޻ֶ෼໺ͷݚڀ
    ৘ใ޻ֶ෼໺ͷݚڀ
    ະདྷͷϏδϣϯͱػցֶश
    ·ͱΊ

    View Slide




  44. ݚڀॴͷίϯηϓτɿ ʮ௒ݸମܕσʔληϯλʔʯ
    ݱࡏ͸σʔληϯλʔʹڊେͳίϯϐϡʔςΟϯάϦιʔε͕ଘࡏ͍ͯ͠
    ·͕͢ɼࠓޙ͸ϨΠςϯγʗηΩϡϦςΟʗίετ౳ͷཁ͔݅Βɼ͋Β
    ΏΔ৔ॴ΍ࣾձɼ૊৫ʹίϯϐϡʔςΟϯάϦιʔε༹͕͚ࠐΜͰ͍͘
    ͜ͱʹͳΓ·͢ɽ
    ͦΕΒ෼ࢄͨ͠ίϯϐϡʔςΟϯάϦιʔε͸ɼ୯ಠͰίϯϐϡʔςΟϯ
    άύϫʔΛఏڙ͢Δʹཹ·Βͣɼͦͷ৔ॴ΍ࣾձͷཁٻʹԠͯ͡ɼࣗ཯త
    ʹɼ෼ࢄ͋Δ͍͸༗ػతʹ݁߹͠ɼݱ৔ɾΫϥ΢υͦΕͧΕ͕ॎԣʹ݁ͼ
    ͍ͭͨϋΠϒϦουߏ଄ΛͱΔΑ͏ʹػೳ͠·͢ɽ
    ͜ͷΑ͏ͳγεςϜʹΑΓ࣮ݱ͞ΕΔ΋ͷ͸ɼਓʑͷ਎ۙʹଘࡏ͠ɼϦΞ
    ϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑ͳ͕Βɼ͔͠͠ಉ࣌ʹόο
    ΫΤϯυଆ͕༗ػతʹ݁߹͢Δ͜ͱʹΑΓɼ͔ͭͯͳ͍ϚγϯύϫʔͱϦ
    ιʔεྔΛಈһ͢Δ͜ͱͰݱ৔࠷ద͔ͭશମ࠷దΛ΋࣮ݱ͢Δ4VQFS
    0SHBOJ[FE8PSMEͰ͢ɽ
    1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019//

    View Slide




  45. ݚڀॴͷίϯηϓτɿ ʮ௒ݸମܕσʔληϯλʔʯ
    ݱࡏ͸σʔληϯλʔʹڊେͳίϯϐϡʔςΟϯάϦιʔε͕ଘࡏ͍ͯ͠
    ·͕͢ɼࠓޙ͸ϨΠςϯγʗηΩϡϦςΟʗίετ౳ͷཁ͔݅Βɼ͋Β
    ΏΔ৔ॴ΍ࣾձɼ૊৫ʹίϯϐϡʔςΟϯάϦιʔε༹͕͚ࠐΜͰ͍͘
    ͜ͱʹͳΓ·͢ɽ
    ͦΕΒ෼ࢄͨ͠ίϯϐϡʔςΟϯάϦιʔε͸ɼ୯ಠͰίϯϐϡʔςΟϯ
    άύϫʔΛఏڙ͢Δʹཹ·Βͣɼͦͷ৔ॴ΍ࣾձͷཁٻʹԠͯ͡ɼࣗ཯త
    ʹɼ෼ࢄ͋Δ͍͸༗ػతʹ݁߹͠ɼݱ৔ɾΫϥ΢υͦΕͧΕ͕ॎԣʹ݁ͼ
    ͍ͭͨϋΠϒϦουߏ଄ΛͱΔΑ͏ʹػೳ͠·͢ɽ
    ͜ͷΑ͏ͳγεςϜʹΑΓ࣮ݱ͞ΕΔ΋ͷ͸ɼਓʑͷ਎ۙʹଘࡏ͠ɼϦΞ
    ϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑ͳ͕Βɼ͔͠͠ಉ࣌ʹόο
    ΫΤϯυଆ͕༗ػతʹ݁߹͢Δ͜ͱʹΑΓɼ͔ͭͯͳ͍ϚγϯύϫʔͱϦ
    ιʔεྔΛಈһ͢Δ͜ͱͰݱ৔࠷ద͔ͭશମ࠷దΛ΋࣮ݱ͢Δ4VQFS
    0SHBOJ[FE8PSMEͰ͢ɽ
    1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019//
    ϨΠςϯγʗηΩϡϦςΟʗίετ౳ͷཁ݅ʹΑΓ
    େن໛ूத͔Β෼ࢄʹมભ͍ͯ͘͠
    ͨͩ͠ɺͨͩͷ෼ࢄͰ͸ͳ͘
    lࣗ཯తʹz෼ࢄ͋Δ͍͸༗ػతʹ݁߹͠
    ϋΠϒϦουߏ଄ΛऔΔ
    ݱ৔࠷దԽ͔ͭશମ࠷దԽΛ࣮ݱ͠ɺ
    զʑͷΑΓ਎ۙͳଘࡏͱͯ͠
    ϦΞϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑Δ
    ະདྷͷσʔληϯλʔͰ͋Δ
    ௒ݸମత
    ˞ࢲͳΓͷղऍ

    View Slide




  46. ͦ΋ͦ΋௒ݸମͱ͸ɼ
    • ʮଟ਺ͷݸମ͔Βܗ੒͞Εɼ·ΔͰҰͭͷݸମͰ͋Δ͔ͷΑ͏ʹৼΔ෣͏
    ੜ෺ͷूஂͷ͜ͱʯ
    • ʮݶఆతͳ஌ೳͱ৘ใ͔࣋ͨ͠ͳ͍ݸମ͕ଟ਺ू·ͬͯݸମͷೳྗΛ௒͑
    ͨେ͖ͳ͜ͱΛ੒͠਱͛Δ΋ͷʯ
    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

    View Slide




  47. ݚڀॴͷίϯηϓτɿ ʮ௒ݸମܕσʔληϯλʔʯ
    ݱࡏ͸σʔληϯλʔʹڊେͳίϯϐϡʔςΟϯάϦιʔε͕ଘࡏ͍ͯ͠
    ·͕͢ɼࠓޙ͸ϨΠςϯγʗηΩϡϦςΟʗίετ౳ͷཁ͔݅Βɼ͋Β
    ΏΔ৔ॴ΍ࣾձɼ૊৫ʹίϯϐϡʔςΟϯάϦιʔε༹͕͚ࠐΜͰ͍͘
    ͜ͱʹͳΓ·͢ɽ
    ͦΕΒ෼ࢄͨ͠ίϯϐϡʔςΟϯάϦιʔε͸ɼ୯ಠͰίϯϐϡʔςΟϯ
    άύϫʔΛఏڙ͢Δʹཹ·Βͣɼͦͷ৔ॴ΍ࣾձͷཁٻʹԠͯ͡ɼࣗ཯త
    ʹɼ෼ࢄ͋Δ͍͸༗ػతʹ݁߹͠ɼݱ৔ɾΫϥ΢υͦΕͧΕ͕ॎԣʹ݁ͼ
    ͍ͭͨϋΠϒϦουߏ଄ΛͱΔΑ͏ʹػೳ͠·͢ɽ
    ͜ͷΑ͏ͳγεςϜʹΑΓ࣮ݱ͞ΕΔ΋ͷ͸ɼਓʑͷ਎ۙʹଘࡏ͠ɼϦΞ
    ϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑ͳ͕Βɼ͔͠͠ಉ࣌ʹόο
    ΫΤϯυଆ͕༗ػతʹ݁߹͢Δ͜ͱʹΑΓɼ͔ͭͯͳ͍ϚγϯύϫʔͱϦ
    ιʔεྔΛಈһ͢Δ͜ͱͰݱ৔࠷ద͔ͭશମ࠷దΛ΋࣮ݱ͢Δ4VQFS
    0SHBOJ[FE8PSMEͰ͢ɽ
    1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019//
    ϨΠςϯγʗηΩϡϦςΟʗίετ౳ͷཁ݅ʹΑΓ
    େن໛ूத͔Β෼ࢄʹมભ͍ͯ͘͠
    ͨͩ͠ɺͨͩͷ෼ࢄͰ͸ͳ͘
    lࣗ཯తʹz෼ࢄ͋Δ͍͸༗ػతʹ݁߹͠
    ϋΠϒϦουߏ଄ΛऔΔ
    ݱ৔࠷దԽ͔ͭશମ࠷దԽΛ࣮ݱ͠ɺ
    զʑͷΑΓ਎ۙͳଘࡏͱͯ͠
    ϦΞϧλΠϜ͔ͭΠϯςϦδΣϯεʹϢʔβΛࢧ͑Δ
    ະདྷͷσʔληϯλʔͰ͋Δ
    ௒ݸମత
    ˞ࢲͳΓͷղऍ

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  48. ϒϩά͔ΒͷҾ༻

    ֤ίϯϐϡʔςΟϯά͸ಠཱͨ͠ݸମͱͯ͠ػೳ͠ͳ͕Β΋ɼ૯ମͱͯ͠
    ͸౷཰͞Ε͍ͯΔΑ͏ʹݟ͑ɼখɾதن໛σʔληϯλʔ͕ϋϒͱͳͬͯɼ݁
    Ռతʹશମ͕͏·͘ܨ͕Εߏ੒͞Ε͍ͯ͘ɽ
    1) https://research.sakura.ad.jp/2019/02/22/concept-vision-2019/
    ֤ίϯϐϡʔςΟϯά͸ஞֶ࣍शʹΑΔಈతͳಛ௃ϕΫτϧΛܗ੒͠ͳ͕
    Βɼෳ਺ͷΫϥελʹ·ͱΊΒΕ͍ͯΔΑ͏ʹݟ͑ɼʢҎԼུʣɽ
    ಛ௃ϕΫτϧͷੜ੒
    ΫϥελϦϯά
    ػցֶशతΠϝʔδ
    ˞ࢲͳΓͷղऍ

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  49. ΫϥελϦϯάʢϊʔυؒڑ཭ͷҙຯʣ
    ྨࣅ౓ʢϊʔυɿϝτϦοΫͳͲΛར༻ͨ͠ಛ௃ϕΫτϧʣ
    ˠྨࣅ༻్Ϋϥελʹجͮ͘ҟৗݕ஌ɾ༧஌
    ϨΠςϯγʢϊʔυɿ௨৴ස౓΍௨৴಺༰Λར༻ͨ͠ಛ௃ϕΫτϧʣ
    ˠϧʔςΟϯάͷ୹ॖɼΩϟογϡαʔόͷ࠷ద഑ஔ
    ෺ཧతڑ཭
    ˠՄൖܕαʔόɺσʔληϯλʔͷ࠷ద഑ஔ
    8FCαʔό
    ҟৗ
    ஫ҙใ
    ࣌ؒ
    ҟৗݕ஌
    ҟৗ༧஌

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  50. ࣌ؒ
    • $16࣌ؒ
    • σʔλసૹྔ
    • σΟεΫ*0
    • Թ౓
    • ৼಈ
    ͳͲ
    ୯ҰϊʔυͷϝτϦοΫ
    ϕΫτϧԽ
    ؔ܎άϥϑԽ
    ը૾Խ
    จࣈྻԽ

    ۭؒԽ
    ػցֶश
    ಛ௃ϕΫτϧͷఆٛ
    ಛ௃ϕΫτϧ
    ͷੜ੒

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  51. ࣌ؒ
    • $16࣌ؒ
    • σʔλసૹྔ
    • σΟεΫ*0
    • Թ౓
    • ৼಈ
    ͳͲ
    ୯ҰϊʔυͷϝτϦοΫ
    ϕΫτϧԽ
    ؔ܎άϥϑԽ
    ը૾Խ
    จࣈྻԽ

    ۭؒԽ
    ػցֶश
    ಛ௃ϕΫτϧͷఆٛ
    ಛ௃ϕΫτϧ
    ͷੜ੒

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  52. ෦෼άϥϑΛֶश͢Δར఺͸࢒ͭͭ͠ɼڭࢣͳֶ͠श΁ͷԠ༻͍ͨ͠ɽͦͷ
    ̍ͭͱͯ͠ɼάϥϑߏ଄ʹج͍ͮͨΦʔτΤϯίʔμʔʹ஫໨͍ͯ͠Δɽ
    ఏҊख๏ᶄʢ($//ʣʹΑΓෳ਺࣌ܥྻσʔλΛάϥϑߏ଄ͱͯ͠ଊ͑ɼֶ
    श͢Δ͜ͱ͕ՄೳͰ͋Δɽ
    ˠ ڭࢣ͋ΓֶशͰ͋ΔͨΊɺϥϕϧ෇͚͕ඞཁͰ͋Δɽ
    ؔ܎άϥϑߏ଄Խ
    1) https://ritsuan.com/blog/8480/
    ਤ ΦʔτΤϯίʔμͷུ֓ਤ

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  53. ωοτϫʔΫσʔλΛۭؒσʔλͱͯ͠ଊ͑Δʢྫ͑͹ɼάϥϑߏ଄̍
    ࣠ʣ͜ͱ͕Ͱ͖Ε͹ۭؒԽͰ͖Δʁ
    ۭؒతͳ৘ใʢ఺܈σʔλʣʹରͯ͠ɼ෼ྨ΍֤छηάϝϯςʔγϣϯ͕Ͱ
    ͖ΔχϡʔϥϧωοτϫʔΫͰ͋Δ1PJOU/FUʹ΋஫໨͍ͯ͠Δɽ
    ۭؒԽ
    1) https://arxiv.org/abs/1612.00593

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  54. ҾྗੱྗϞσϧ
    தੑࢠ
    தੑࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ


    தੑࢠ
    தੑࢠ
    தੑࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ


    தੑࢠ தੑࢠ
    தੑࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ


    தੑࢠ
    ిࢠ
    ిࢠݪࢠ֩ʢཅࢠɼதੑࢠʣ
    ˠݪࢠ
    ෳ਺ͷݪࢠ
    ˠ෼ࢠɼ݁থ
    Ҿྗ
    ੱྗ
    ˞ղऍ͕গ͠ࡶͳͷͰ஫ҙ
    ిࢠ
    ిࢠ
    ݪࢠͦͷ΋ͷ΍ݪࢠಉ࢜ͷ݁߹ʹΑΔ෼ࢠ΍݁থ͸ɺҾྗͱੱྗ͕௼Γ߹ͬ
    ͨঢ়ଶͱߟ͑Δ͜ͱ͕Ͱ͖Δɻ
    ిࢠ
    ిࢠ
    ʢ΄΅༨ஊʣ
    ෼໺ԣஅతࢥߟ
    ͷ͓·͚

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  55. ҾྗੱྗϞσϧ
    தੑࢠ
    தੑࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ


    தੑࢠ
    தੑࢠ
    தੑࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ


    தੑࢠ தੑࢠ
    தੑࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ
    ిࢠ


    தੑࢠ
    ిࢠ
    ిࢠݪࢠ֩ʢཅࢠɼதੑࢠʣ
    ˠݪࢠ
    ෳ਺ͷݪࢠ
    ˠ෼ࢠɼ݁থ
    Ҿྗ
    ੱྗ
    ˞ղऍ͕গ͠ࡶͳͷͰ஫ҙ
    ిࢠ
    ిࢠ
    ݪࢠͦͷ΋ͷ΍ݪࢠಉ࢜ͷ݁߹ʹΑΔ෼ࢠ΍݁থ͸ɺҾྗͱੱྗ͕௼Γ߹ͬ
    ͨঢ়ଶͱߟ͑Δ͜ͱ͕Ͱ͖Δɻ
    ిࢠ
    ిࢠ

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  56. ҾྗੱྗϞσϧ
    தੑࢠ
    தੑࢠ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ


    ϝτϦοΫ
    தੑࢠ
    தੑࢠ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ


    ϝτϦοΫ தੑࢠ
    தੑࢠ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ


    ϝτϦοΫ
    Ωϟο
    γϡ
    Ωϟογϡݪࢠ֩ʢڵຯɼϝτϦοΫʣ
    ˠϊʔυʢαʔόʣ
    ෳ਺ͷϊʔυ
    ˠΫϥελ
    Ҿྗ
    ੱྗ
    ˞ղऍ͕গ͠ࡶͳͷͰ஫ҙ
    Ωϟο
    γϡ Ωϟο
    γϡ
    ௨৴಺༰ͳͲΛ΋ͱʹΩϟογϡΛ഑ஔ͢ΔϞσϧͰ͓͖͔͑ΔͱɺΩϟο
    γϡαʔόͷ࠷ద഑ஔʹར༻Ͱ͖Δ͔΋͠Εͳ͍ɻ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟογϡ
    αʔό

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  57. ҾྗੱྗϞσϧ
    தੑࢠ
    தੑࢠ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    ڵ

    ϝτϦοΫ
    தੑࢠ
    தੑࢠ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    ڵ

    ϝτϦοΫ தੑࢠ
    தੑࢠ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    ڵ

    ϝτϦοΫ
    Ωϟο
    γϡ
    Ωϟογϡݪࢠ֩ʢڵຯɼϝτϦοΫʣ
    ˠϊʔυʢαʔόʣ
    ෳ਺ͷϊʔυ
    ˠΫϥελ
    Ҿྗ
    ੱྗ
    ˞ղऍ͕গ͠ࡶͳͷͰ஫ҙ
    Ωϟο
    γϡ Ωϟο
    γϡ
    ௨৴಺༰ͳͲΛ΋ͱʹΩϟογϡΛ഑ஔ͢ΔϞσϧͰ͓͖͔͑ΔͱɺΩϟο
    γϡαʔόͷ࠷ద഑ஔʹར༻Ͱ͖Δ͔΋͠Εͳ͍ɻ
    Ωϟο
    γϡ
    Ωϟο
    γϡ
    Ωϟογϡ
    αʔό
    ಛ௃ϕΫτϧΛ
    Ҿྗʢूத͢Δํ޲ʹಇ͘ಛ௃ྔʣ
    ੱྗʢ෼ࢄ͢Δํ޲ʹಇ͘ಛ௃ྔʣ
    ʹ෼ղͯ͠ଊ͑Δͱ
    ໘ന͍ͷ͔΋͠Εͳ͍

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  58. ࣗݾ঺հ
    ൃදͷ໨త
    ύϥϨϧΩϟϦΞͱ͸
    ݚڀΩʔϫʔυ
    ࡐྉ޻ֶ෼໺ͷݚڀ
    ৘ใ޻ֶ෼໺ͷݚڀ
    ະདྷͷϏδϣϯͱػցֶश
    ·ͱΊ

    View Slide

  59. ػցֶश


    άϥϑߏ଄Խ
    ݁থߏ଄
    ෺ੑ஋
    τϥϑΟοΫσʔλ
    ϝτϦοΫσʔλ
    ωοτϫʔΫσʔλ
    Ϗοάσʔλ
    ͘͞Βʢ৘ใ޻ֶʣ ཧݚʢࡐྉ޻ֶʣ
    ڞ௨ͷ
    ݚڀΩʔϫʔυ
    ৽͍͠ࡐྉͷ࣮ݱ
    ৽͍͠σʔληϯλʔͷ࣮ݱ
    ໨త
    ͘͞Βʢ৘ใ޻ֶʣ ཧݚʢࡐྉ޻ֶʣ

    View Slide