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私の研究のこれまでとこれから2019 / My past research and my fu...
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kumagallium
April 10, 2019
Research
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私の研究のこれまでとこれから2019 / My past research and my future research
kumagallium
April 10, 2019
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Transcript
1 24 9 0 ©SAKURA Internet Inc.
ຊ͓͍͑ͨ͜͠ͱ ࢲࣗʹ͍ͭͯʢܦྺɺڵຯɾצॴʣ ཧݚͰ͖ͬͯͨݚڀʢগ͚ͩ͠ʣ ͘͞ΒͰ͖ͬͯͨݚڀ
͜Ε͔ΒΓ͍ͨݚڀͷΞΠσΞ ˞ ൃද࣌ؒɺ͓͓ΑͦΛఆ͍ͯ͠·͢ ˞ ൃදޙʹίϝϯτΞυόΠε͍͚ͨͩ·ͨ͠Β͍Ͱ͢
ࣗݾհ ͜Ε·Ͱͷݚڀʢཧݚɺ͘͞Βʣ ͜Ε͔Βͷݚڀ ·ͱΊ
ࣗݾհ ͜Ε·Ͱͷݚڀʢཧݚɺ͘͞Βʣ ͜Ε͔Βͷݚڀ ·ͱΊ
ࢯ໊ ۽୩ ক ࡀ ܦྺ ۀߴઐֶߍ ۀߴઐֶߍ ઐ߈Պ
େࡕେֶେֶӃ ֶݚڀՊ ڥɾΤωϧΪʔֶઐ߈ म࢜՝ఔ େࡕେֶେֶӃ ֶݚڀՊ ڥɾΤωϧΪʔֶઐ߈ ത࢜՝ఔ ͘͞ΒΠϯλʔωοτגࣜձࣾ ݚڀॴ ཧԽֶݚڀॴ "*1ηϯλʔ ֶश ɾ੍ޚֶɿʢतۀɺϩϘίϯ ఔʣ ɾࡐྉֶɿ ɾػցֶशɿ ੍ ޚ ֶ ແ ػ ࡐ ྉ ֶ 5XJUUFS !LVNBHBMMJVN 2JJUB .@,VNBHBJ
ࠃཱۀߴઐֶߍʢߴઐʣೖֶ ࠃֶձ݅ɺࠃࡍֶձ݅ɺࠪಡ͖จຊ ݚڀʮࣨԹφϊΠϯϓϦϯτ๏Λ༻͍ͨμΠϠϞϯυͷφϊՃʯ ݚڀʮෳ߹ྨࣅ๏Λ༻͍࣭ͨจࣈೝࣝʯ େࡕେֶ
ֶݚڀՊ ڥɾΤωϧΪʔֶઐ߈ ೖֶ ʢ݄ ಛผݚڀһʢ%$ʣʣ ʢ݄ ത࢜߸औಘʣ ࠃֶձ݅ɺࠃࡍֶձ݅ɺࠪಡ͖จຊʢ͏ͪච಄ຊʣ ओݚڀʮٖΪϟοϓɾڱΪϟοϓΛ༗͢Δ"Mܥࡐྉͷిࢠߏ͓Αͼిಛੑʯ ݸਓݚڀʮจ1%'͔ΒσʔλΛநग़͢Δ8FCγεςϜ4UBSSZEBUBͷ։ൃʯ ݄ʙ ͘͞ΒΠϯλʔωοτגࣜձࣾ ೖࣾ ࠃֶձ݅ɺࠪಡͳ͠จຊ ͘͞ΒͰͷݚڀʮاۀ)1จࣈྻΛ༻͍ͨۀछྨʯ ʮάϥϑߏʹج͍ͮͨҟৗݕʯ ݄ʙ ཧԽֶݚڀॴ ٬һݚڀһ ब ࠃֶձ݅ɺࠃࡍֶձ݅ɺࠪಡ͖จຊʢࠓຊTVCNJU༧ఆʣ ཧݚͰͷݚڀʮࡐྉσʔλϕʔε࡞ࢧԉγεςϜ4UBSSZEBUBͷ։ൃʯ
Έ߹ΘͤΔϞϊɾίτ ޒײͰײ͡औΕΔϞϊɾίτ ύϥϨϧΩϟϦΞʢཧݚɺ͘͞Βʣ େʢΈʣ ߟݹֶʢ ֶʣ ஷۚശίϯΫʔϧ ύζϧ
Ϩΰ ϥδΦ өը Իָ ςϨϏ ༮গظ ͜Ε·Ͱͷເ ݱࡏͷࣄ झຯ ྉཧ ࢲͷ৺Λಈͨ͠ϞϊɾίτΛϚοϐϯά͠ɺצॴʢಛྔɺϕΫτϧʣΛ·ͱ ΊΔͱҎԼͷ௨ΓͰ͋Δɻ Ξφϩδʔʢ܈ೳͳͲʣ άϥϑߏ ը૾ʢՄࢹԽʣ ڵຯͷ͋ΔݚڀΩʔϫʔυ ඒज़ؗɺതؗ ࡐྉֶ ʢݩૉͷΈ߹Θͤʣ ത࢜՝ఔ झຯ ྉཧ
ࣗݾհ ͜Ε·Ͱͷݚڀʢཧݚɺ͘͞Βʣ ͜Ε͔Βͷݚڀ ·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߹ $//ͷ߹ɼݩը૾ͱϑΟϧλʔͱͷΈࠐΈԋࢉʹΑΓɼಛఆըૉͱपΓ ͷըૉͱͷؔੑʢಛʣΛ࣍ͷͱ͢ɽάϥϑΈࠐΈχϡʔϥϧωοτ ϫʔΫʢ($//ʣɼϊʔυʹΑͬͯۙϊʔυͷҟͳΔ͕ɼ$//ͱಉ༷ʹ ϊʔυͱͦͷपΓͷϊʔυͱͷؔੑΛΈࠐΈԋࢉʹΑΓ࣍ͷͱ͢ɽ
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 $BOBEB %FDFNFCFS
($//ͷதͰ/'1 /FVSBM 'JOHFS 1SJOUʹண͢ΔɽઌߦݚڀͰɼಟੑͳ Ͳͷߴਫ਼ͳ༧ଌ͚ͩͰͳ͘ɼ'JOHFS 1SJOUͷੜʹޭ͍ͯ͠Δɽ 'JOHFS 1SJOUɼೖྗͨ͠άϥϑߏΛ࣍ݩϕΫτϧͰදݱͨ͠ͷͰ͋Δɽ ֤Ϗοτ͕෦άϥϑʹ૬͠ɼ͕݁Ռʢಟੑʣʹର͢ΔӨڹ ʹ૬͢Δɽ 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
%BWJE%VWFOBVE FUBM *OUIF1SPD/*14 .POUSFBM $BOBEB %FDFNFCFS
($//ͷதͰ/'1 /FVSBM 'JOHFS 1SJOUʹண͢ΔɽઌߦݚڀͰɼಟੑͳ Ͳͷߴਫ਼ͳ༧ଌ͚ͩͰͳ͘ɼ'JOHFS 1SJOUͷੜʹޭͨ͠ɽ 'JOHFS 1SJOUɼೖྗͨ͠άϥϑߏΛ࣍ݩϕΫτϧͰදݱͨ͠ͷͰ͋Δɽ ֤Ϗοτ͕෦άϥϑʹ૬͠ɼ͕݁Ռʢಟੑʣʹର͢ΔӨڹ ʹ૬͢Δɽ 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 ͘͞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
ՄࢹԽ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ dڭࢣ͋Γֶश d
άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ άϥϑߏԽͨ͠τϥϑΟοΫσʔλʹج͍ͮͨػցֶशख๏Λར༻͢Δ ͜ͱʹΑΓɺ৵ೖݕ͓ΑͼՄࢹԽͷ྆ํΛ࣮ݱ͢Δɽ લॲཧ σʔληοτ άϥϑߏԽ ৵ೖݕ ֶशϞσϧ 'JOHFS1SJOU ػցֶशख๏
ՄࢹԽ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ dڭࢣ͋Γֶश d
άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ৵ೖݕ ֶशϞσϧ 'JOHFS1SJOU छྨͷ࣌ܥྻಛྔʹղ ରࠩ ࠩ ֬
ʜ ʜ ΟϯυαΠζ ຊݚڀͰɼ-੍͖ͷૄߏֶशख ๏Ͱ͋Δ(SBQIJDBM-BTTPΛར༻͠ɼͷ ΟϯυαΠζͰάϥϑߏԽͨ͠ɽ ՄࢹԽ %"31"
ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ dڭࢣ͋Γֶश d άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ৵ೖݕ ֶशϞσϧ 'JOHFS1SJOU
ʜ ʜ ΟϯυαΠζ
ग़ྗ: ʢਖ਼ৗҟৗʣ ྨ 1PPMJOH 'JOHFSQSJOU 1PPMJOH 'JOHFSQSJOU ̍ۙ ۙ ʜ ʜ // ˎ 8 ˎ 8 ˎ 8 $POW $POW ˎ 8 ˎ 8 ˎ 8 ೖྗ άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ 'JOHFSQSJOUɿ ࠷େۙɿ ӅΕαΠζɿ όοναΠζɿ ΤϙοΫɿ σʔλͷׂ߹ʢ܇࿅ɿݕূʣɿ70:30 ($//ͷֶशύϥϝʔλ ՄࢹԽ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ dڭࢣ͋Γֶश d άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ৵ೖݕ ֶशϞσϧ 'JOHFS1SJOU
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:/GMPPE߈ܸ࣌ɼ'JOHFS 1SJOUͰߴ͍ӨڹΛࣔ͢෦άϥϑɼ)551 ͱ4:/ͷ૬ؔؔʹؔ࿈͢ΔͷͰ͋ͬͨɽ͜ͷ͜ͱ͔Βɺ൪ϙʔτʹର͢ Δ4:/GMPPE߈ܸͰ͋ΔͱਪଌͰ͖Δɻ (a)
(b) ਤ 'JOHFSQSJOU͓ΑͼҟৗͷཁҼͱͳͬͨ෦άϥϑͷҰྫ4:/GMPPE߈ܸ ෦άϥϑ 'JOHFS1SJOU Өڹ
4NVSG߈ܸ࣌ɼ'JOHFS1SJOUͷӨڹͷߴ͍෦άϥϑɼૹ৴ݩ*1͓Αͼ *$.1ͷ૬ؔؔʹؔ࿈͢ΔͷͰ͋ͬͨɽ͜ͷ͜ͱ͔Βෳૹ৴ݩ*1͔Β ͭ ͷૹ৴ઌ*1ʹରͯ͠ߦΘΕͨ4NVSG߈ܸͰ͋ΔͱਪଌͰ͖Δɻ ఏҊख๏Ͱɺϊʔυؒͷ૬ؔؔʢ෦άϥϑʣͷՄࢹԽʹΑͬͯ݁Ռʹ ର͢Δઆ໌͕ظͰ͖Δɽ (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๏Ͱɺ ਖ਼ৗঢ়ଶ͓Αͼҟৗঢ়ଶΛ෦άϥϑ୯ҐͰֶश͢ΔͨΊɼෳͷਖ਼ৗঢ় ଶ͕ଘࡏ͢Δ߹ʹؤڧͳݕ͕ظͰ͖Δɽ ਤ /'1ͷωοτϫʔΫུ֓ਤ Ұൠతͳڭࢣͳֶ͠शͰɺ ୯Ұͷਖ਼ৗঢ়ଶΛԾఆ͢Δ߹ɼෳͷਖ਼ৗঢ়ଶʢ࣌ؒґଘڥґଘͳͲʣ ͕ଘࡏͨ͠ࡍʹޡݕ͢Δ߹͕༧͞ΕΔɽ
·ͱΊ • τϥϑΟοΫσʔλͷάϥϑߏԽʹޭͨ͠ɽ • άϥϑߏʹج͍ͮͨػցֶशख๏ΛఏҊͨ͠ɽ • ҟৗݕͷΈͳΒͣɼݕ݁ՌΛఆྔతͳ ʹج͍ͮͨϊʔυ෦άϥϑͷՄࢹԽʹΑͬ
ͯઆ໌Ͱ͖Δ*%4࣮ݱͷՄೳੑΛࣔͨ͠ɽ ຊݚڀͷ՝ • ࠷৽σʔληοτͰͷ༗ޮੑݕূ • ϊʔυʢ࣌ܥྻಛྔʣͷछྨͷ࠶ݕ౼ • ΟϯυαΠζͷ࠶ݕ౼ • ෳͷਖ਼ৗঢ়ଶ͕ଘࡏ͢Δ߹ͷ༗ޮੑݕ౼ %"31" ෳͷ࣌ܥྻಛྔΛநग़ ରࠩܥྻσʔλͷม ඪ४Խ ૄߏֶशʢ(SBQIJDBM-BTTPʣ ՄࢹԽ dڭࢣ͋Γֶश d άϥϑΈࠐΈχϡʔϥϧωοτϫʔΫ ৵ೖݕ ֶशϞσϧ 'JOHFS1SJOU
ࣗݾհ ͜Ε·Ͱͷݚڀʢཧݚɺ͘͞Βʣ ͜Ε͔Βͷݚڀ ·ͱΊ
˓આ໌ੑʹযΛ͋ͯͨ৽͍͠*%4ͷఏҊ τϥϑΟοΫͷάϥϑߏԽΛར༻ͨ͠ҟৗՄࢹԽ τϥϑΟοΫͷը૾ԽΛར༻ͨ͠ҟৗՄࢹԽ αϯϓϦϯάͨ͠τϥϑΟοΫσʔλͰͷൺֱݕূ
*%4ʹٻΊΒΕΔઆ໌ੑͱͳʹ͔ ͘͞ΒಠࣗͷσʔληοτʢτϥϑΟοΫσʔλʣͷ։ൃ ˓ݸମܕσʔληϯλʔͱηΩϡϦςΟʢܭըதͰ͋Δ͕ɺڵຯ͕͋Δʣ αʔόͷϝτϦοΫΛར༻ͨ͠αʔόϕΫτϧͷఆ͓ٛΑͼΫϥελϦϯά ωοτϫʔΫͷάϥϑߏදݱΛར༻ͨ͠ҟৗՄࢹԽʢઌߦݚڀ͋Γʣ ܈ೳΛར༻ͨ͠ΫϥελϦϯάͱҟৗՄࢹԽ ݱࡏڵຯͷ͋ΔݚڀςʔϚ τοϓΧϯϑΝϨϯετοϓδϟʔφϧ ͰൃදͰ͖Δࢲͷ࣠ʹͳΔΑ͏ͳ ָ͍͠ςʔϚΛҭ͍͖͍ͯͯͨ ˞͜ͷɺੋඇޙ΄ͲΞυόΠείϝϯτΛ͖͍ͨͰ͢
˓આ໌ੑʹযΛ͋ͯͨ৽͍͠*%4ͷఏҊ τϥϑΟοΫͷάϥϑߏԽΛར༻ͨ͠ҟৗՄࢹԽ τϥϑΟοΫͷը૾ԽΛར༻ͨ͠ҟৗՄࢹԽ αϯϓϦϯάͨ͠τϥϑΟοΫσʔλͰͷݕূ
*%4ʹٻΊΒΕΔઆ໌ੑͱͳʹ͔ ͘͞ΒಠࣗͷσʔληοτʢτϥϑΟοΫσʔλʣͷ։ൃ ˓ݸମܕσʔληϯλʔͱηΩϡϦςΟʢܭըதͰ͋Δ͕ɺڵຯ͕͋Δʣ αʔόͷϝτϦοΫΛར༻ͨ͠αʔόϕΫτϧͷఆ͓ٛΑͼΫϥελϦϯά ωοτϫʔΫͷάϥϑߏදݱΛར༻ͨ͠ҟৗՄࢹԽʢઌߦݚڀ͋Γʣ ܈ೳΛར༻ͨ͠ΫϥελϦϯάͱҟৗՄࢹԽ ݱࡏڵຯͷ͋ΔݚڀςʔϚ
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
࣌ؒ • $16࣌ؒ • σʔλసૹྔ • σΟεΫ*0 •
Թ • ৼಈ ͳͲ ୯ҰϊʔυͷϝτϦοΫ ϕΫτϧԽ ؔάϥϑԽ ը૾Խ จࣈྻԽ ۭؒԽ ػցֶश ಛϕΫτϧͷఆٛ ಛϕΫτϧ ͷੜ ಛϕΫτϧΛ ༷ʑͳ؍͔Βදݱ͢Δ
࣌ؒ • $16࣌ؒ • σʔλసૹྔ • σΟεΫ*0 •
Թ • ৼಈ ͳͲ ୯ҰϊʔυͷϝτϦοΫ ϕΫτϧԽ ؔάϥϑԽ ը૾Խ จࣈྻԽ ۭؒԽ ػցֶश ಛϕΫτϧͷఆٛ ಛϕΫτϧ ͷੜ
࣌ؒ • $16࣌ؒ • σʔλసૹྔ • σΟεΫ*0 •
Թ • ৼಈ ͳͲ ୯ҰϊʔυͷϝτϦοΫ ϕΫτϧԽ ؔάϥϑԽ ը૾Խ จࣈྻԽ ۭؒԽ ػցֶश ಛϕΫτϧͷఆٛ ಛϕΫτϧ ͷੜ
෦άϥϑΛֶश͢Δརͭͭ͠ɼڭࢣͳֶ͠शͷԠ༻͍ͨ͠ɽͦͷ ̍ͭͱͯ͠ɼάϥϑߏʹج͍ͮͨΦʔτΤϯίʔμʔʹ͍ͯ͠Δɽ ఏҊख๏ʢ($//ʣʹΑΓෳ࣌ܥྻσʔλΛάϥϑߏͱͯ͠ଊ͑ɼֶश ͢Δ͜ͱͰಛϕΫτϧ 'JOHFS 1SJOU ͕औಘͰ͖Δɽ 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 ΫϥελϦϯάΛ ΞφϩδʔͰߟ͑Δ
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 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 ֤ಛϕΫτϧΛߏ͢ΔಛྔͷதͰ ΫϥελʔΛ ूத͢Δํʹಇ͘ͷʢҾྗʣ ࢄ͢Δํʹಇ͘ͷʢੱྗʣ ʹղͯ͠ଊ͑Δͱ ܈ೳͷจ຺ͱͯ͠࠷ద͕Ͱ͖ͳ͍͔ ͢Ͱʹࣅͨߟ͑ͷ܈ೳʢՙిܥ୳ࡧʣ ͕ଘࡏ͢Δ
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
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ʮݸମܕσʔληϯλʔͱηΩϡϦςΟʯΛߟ͍͑ͯΔ • ڵຯͱͯ͠ޙऀͷςʔϚͰ͋Δ͕ɺ·ͩܭըதͰௐ͕ࠪඞཁ • τοϓΧϯϑΝϨϯεɺτοϓδϟʔφϧͰൃද͢Δ ࢲࣗʹ͍ͭͯ ͖ͬͯͨ͜ͱ ͜Ε͔ΒΓ͍ͨ͜ͱ ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠