Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
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...
Search
kumagallium
March 27, 2019
Research
2
3.2k
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
Tweet
Share
More Decks by kumagallium
See All by kumagallium
ITRCmeet48_MasayaKUMAGAI
kumagallium
0
110
FIT2020_MasayaKUMAGAI
kumagallium
1
210
(長尺版)超個体型データセンターにおける群知能クラスタリングの利用構想 / [Long version] Clustering using swarm intelligence for data center like superorganism
kumagallium
0
2.9k
超個体型データセンターにおける群知能クラスタリングの利用構想 / Clustering using swarm intelligence for data center like superorganism
kumagallium
0
310
私の研究のこれまでとこれから2019 / My past research and my future research
kumagallium
1
220
疎構造学習およびグラフ畳み込みニューラルネットワークによる異常検知 / Anomaly detection by the method combined with sparse structure learn- ing and graph convolutional neural network
kumagallium
0
2.5k
侵入検知システムのためのグラフ構造に基づいた機械学習および可視化 / Graph Based Machine Learning and Visualization for Intrusion Detection System
kumagallium
0
1.7k
Other Decks in Research
See All in Research
MGDSS:慣性式モーションキャプチャを用いたジェスチャによるドローンの操作 / ec75-yamauchi
yumulab
0
230
業界横断 副業・兼業者の実態調査
fkske
0
150
なめらかなシステムと運用維持の終わらぬ未来 / dicomo2025_coherently_fittable_system
monochromegane
0
120
Mathematics in the Age of AI and the 4 Generation University
hachama
0
160
[輪講] SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features
nk35jk
2
460
ストレス計測方法の確立に向けたマルチモーダルデータの活用
yurikomium
0
540
Computational OT #1 - Monge and Kantorovitch
gpeyre
0
170
ASSADS:ASMR動画に合わせて撫でられる感覚を提示するシステムの開発と評価 / ec75-shimizu
yumulab
1
370
ことばの意味を計算するしくみ
verypluming
11
2.6k
SSII2025 [SS1] レンズレスカメラ
ssii
PRO
2
940
Scale-Aware Recognition in Satellite images Under Resource Constraints
satai
3
330
SSII2025 [TS1] 光学・物理原理に基づく深層画像生成
ssii
PRO
3
3.3k
Featured
See All Featured
For a Future-Friendly Web
brad_frost
179
9.8k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
34
3k
Principles of Awesome APIs and How to Build Them.
keavy
126
17k
YesSQL, Process and Tooling at Scale
rocio
173
14k
Designing Experiences People Love
moore
142
24k
Automating Front-end Workflow
addyosmani
1370
200k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.4k
Rails Girls Zürich Keynote
gr2m
94
14k
Unsuck your backbone
ammeep
671
58k
A designer walks into a library…
pauljervisheath
206
24k
The Art of Programming - Codeland 2020
erikaheidi
54
13k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
124
52k
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