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
Graph Neural Networks のビジネス応用可能性 heterogeneo...
Search
uchi_k
July 03, 2020
Programming
3.4k
1
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Graph Neural Networks のビジネス応用可能性 heterogeneous graph と論文再現性について
uchi_k
July 03, 2020
More Decks by uchi_k
See All by uchi_k
ACL2020 Category Survey: Sentiment Analysis
uchi_k
2
3.5k
抽出的文書要約における hetero graph の応用 Heterogeneous Graph Neural Networks for Extractive Document Summarization
uchi_k
0
1.3k
前処理が単語埋め込みに与える影響 A Comprehensive Analysis of Preprocessing for Word Representation Learning in Affective Tasks
uchi_k
2
1.1k
ACL精神医療論文まとめ 8min LT
uchi_k
0
1.4k
【論文紹介】医用画像への転移学習の有効性について Transfusion: Understanding Transfer Learning for Medical Imaging
uchi_k
4
3.8k
Graph: A Survey of Graph Neural Networks, Embedding, Tasks and Applications
uchi_k
1
1.3k
Other Decks in Programming
See All in Programming
MySQLとPostgreSQLって何が違うの?
akagami
0
120
そこに3びきプロダクトがいるじゃろう——生成AI時代における“価値が届かない理由”の構造
kosuket
0
540
Detecting Compromised CI with eBPF and Cilium Tetragon
lizrice
0
220
What's New in Android 2026
veronikapj
0
270
Oxlintはいいぞ(続)
yug1224
1
240
自動化したのに回らない テスト運用の壁―AI時代の品質責任と生産性
mfunaki
0
350
ドリフトを絶対に許さない(?)CDK運用 / CDK Ops with Zero Tolerance for Drifts (?)
akihisaikeda
1
210
運用ダッシュボードの設計を誰も教えてくれないのだけどみなさんどうしてるんですか? - チームに監視するという文化を根付かせるための第一歩を踏みたい -
satoshi256kbyte
1
130
AIを紡ぐPMのお話
swdtkuy
0
120
SlackアプリとLambdaの 連携を構築した話
pawn_4_s
1
130
GDG Korea Android: 2026 I/O Extended ~ What's new in Android development tools
pluu
0
230
Go言語とトイモデルで学ぶTransformerの気持ち / fukuokago23-transformer
monochromegane
0
190
Featured
See All Featured
Technical Leadership for Architectural Decision Making
baasie
3
510
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
35
3.8k
Organizational Design Perspectives: An Ontology of Organizational Design Elements
kimpetersen
PRO
1
800
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
52
6k
From Legacy to Launchpad: Building Startup-Ready Communities
dugsong
0
300
Avoiding the “Bad Training, Faster” Trap in the Age of AI
tmiket
0
210
Learning to Love Humans: Emotional Interface Design
aarron
275
41k
GraphQLとの向き合い方2022年版
quramy
50
15k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.9k
Winning Ecommerce Organic Search in an AI Era - #searchnstuff2025
aleyda
1
2.1k
Design in an AI World
tapps
1
280
WCS-LA-2024
lcolladotor
0
800
Transcript
(SBQI/FVSBM/FUXPSLTͷϏδωεԠ༻Մೳੑ IFUFSPHFOFPVTHSBQIͱจ࠶ݱੑʹ͍ͭͯ
ڮ ݎࢤ uchi_k @__uchi_k__ About me yuni, inc. ද nlpaper.challenge
ӡӦ Freelance Machine Learning ɹɹɹɹɹEngineer / Researcher former ະ౿16, ژେใӃ, FreakOut Machine Learning Engineer
About yuni େاۀ͔ΒελʔτΞοϓɺݚڀػؔͳͲ͔Βػցֶशؔ࿈ͷडୗ։ൃ Λߦ͖ͬͯ·ͨ͠ σʔλυϦϒϯͳͷͮ͘Γࣄۀͱͯ͠ɺΦϯϥΠϯʹΑΔύʔι φϥΠζ৸۩ͷ࡞͍ͬͯͨΓ͠·͢ ࠓɺIFUFSPHFOFPVTHSBQIͷΛ͠Α͏ͱࢥ͍ͬͯ·͢ ࡢۀͨ͠ɺγʔυظʹ͋ΔελʔτΞοϓʢࣾһ໊ʣͰ͢ ػցֶशºϚʔέςΟϯάྖҬͰαʔϏε։ൃΛ͍ͯ͠·͢
ࠓ͓͢Δ͜ͱ ϚʔέςΟϯάºػցֶश ࣮ੈքͷάϥϑͷੑ࣭ )FUFSPHFOFPVTHSBQI͔Βͷػցֶशͱ࣮Ԡ༻ จͷ࠶ݱੑʹ͍ͭͯ ·ͱΊͱ(//ք۾ʹؔͯ͠ࢥ͏͜ͱ
.BSLFUJOHʷ.BDIJOF-FBSOJOH ϚʔέςΟϯάྖҬʹଟ͘ͷϨΠϠʔ͕͋Γɺ ػցֶश͕ར༻͞Ε͍ͯΔͷଟ͋͘Δɻ https://www.smartinsights.com/managing-digital-marketing/marketing-innovation/15-applications-artificial-intelligence-marketing/ άϥϑσʔλ͕ଟ͘ɺকདྷతʹ(//͕༗ޮͳͷͰʁ ͬ͘͟ΓͰ͕͢ɺҰൠతͳϑϨʔϜϫʔΫʹԊͬͯλεΫΛհ͠·͢
3"$& • 3FBDIΠϯόϯυ ◦ 4/4ࢪࡦͳͲͷίϯςϯπϚʔέςΟϯάɺ4&0ɺϝσΟΞͳͲͰ ϢʔβʔΛࣗࣾʹ༠ಋ͢Δ ◦ ػցֶश͕ΘΕ͍ͯΔͷҎԼͷΑ͏ͳλεΫ ◦ ίϯςϯπϚʔέςΟϯάͷޮՌଌఆ
◦ ίϯςϯπ*OUFOUͷΩϡϨʔγϣϯʢϦίϝϯυʣ ◦ ӡ༻ܕࠂ • "DUؔ৺Λ࣋ͨͤΔ ◦ ༠ಋͨ͠જࡏސ٬ʹରͯ͠దͳࢪࡦɾಋઢΛઃܭ͢Δ ◦ ػցֶश͕ΘΕ͍ͯΔͷɺ ◦ ϦʔυείΞϦϯάʢજࡏސ٬ͷॱҐ͚ʣ ◦ ސ٬ߦಈɾίϯςϯπ࠷దԽʢ-10ͳͲʣ ◦ λʔήςΟϯάࠂ
3"$& • $POWFSUߪങʹಈ͔͢ ◦ ڵຯΛ࣋ͬͯ͘Εͨސ٬ʹߪೖ·ͰͷಋઢΛҾ͘ ◦ ػցֶश͕ΘΕ͍ͯΔͷɺ ◦ ಈతՁ֨ઃఆʢηʔϧͳͲͷࢪࡦؚΉʣ ◦
ಋઢઃܭʢνϟοτϘοτͳͲʣ ◦ ϦλʔήςΟϯάࠂ • &OHBHFސ٬ͱΑ͍ؔΛங͘ ◦ ܧଓతʹߪೖొΛͯ͠Β͏ͨΊɺྑ࣭ͳؔΛҡ࣋͢Δ ◦ ػցֶश͕ΘΕ͍ͯΔͷɺ ◦ ΤϯήʔδΦʔτϝʔγϣϯʢ୭ʹɺԿΛɺ͍ͭɺͷࣗಈԽʣ ◦ ΧελϚʔαϙʔτʢϘοτʣ
6TFS(FOFSBUFE$POUFOUT 6($ऩू 4/4֦ࢄ ݕࡧ ࠂࢪࡦ ՄࢹԽ 4/4Λىʹͨ͠ίϯςϯπϚʔέͷޮՌଌఆΛࢧԉ
ϝλύεΛ௨͕ͯۙؔ͠ఆٛͰ͖Δ NFUBQBUIWFD4DBMBCMF3FQSFTFOUBUJPO-FBSOJOHGPS)FUFSPHFOFPVT/FUXPSLT ϚʔέςΟϯάʹ͓͚ΔHSBQI ࣮ੈքͷάϥϑIFUFSPHFOFPVTͳͷ͕ଟ͍
)FUFSPHFOFPVT(SBQI"UUFOUJPO/FUXPSL 9JBP8BOH #FJKJOH6OJWFSTJUZPG1PTUTBOE5FMFDPNNVOJDBUJPOT FUBM888 DJUBUJPOT ݱ࣮ੈքͷIFUFSPHFOFPVTHSBQIʹର͠ɺϝλύεΛྡؔͱͨ͠ ֊BUUFOUJPOʹΑΔख๏Ͱ4P5"Λୡ )FUFSPHFOFPVTHSBQIʹ͓͚ΔϝλύεΛհͨ͠ྡؔΛఆٛ
)FUFSPHFOFPVT(SBQI"UUFOUJPO/FUXPSL 9JBP8BOH #FJKJOH6OJWFSTJUZPG1PTUTBOE5FMFDPNNVOJDBUJPOT FUBM888 DJUBUJPOT ϝλύεۙϊʔυϨϕϧͰͷBUUFOUJPOͱɺ ϝλύεϨϕϧͰͷBUUFOUJPOͷ֊తͳBUUFOUJPOΛఆٛ OPEFMFWFMBHHSFHBUJPOͰϝλύεۙΛॏཁʹԠͯ͡ू͢Δ ڞ௨ۭؒͷࣹӨI@J ΤοδͷॏཁFЇ@JK
ਖ਼نԽͨ͠ΤοδॏཁЋЇ@JK ϝλύεʹجͮ͘ಛຒΊࠐΈ[Ї@J
)FUFSPHFOFPVT(SBQI"UUFOUJPO/FUXPSL 9JBP8BOH #FJKJOH6OJWFSTJUZPG1PTUTBOE5FMFDPNNVOJDBUJPOT FUBM888 DJUBUJPOT λεΫʹΑͬͯϝλύεͷॏཁҟͳΔͨΊɺ ϝλύεͷॏཁΛTFNBOUJDBUUFOUJPOͱͯ͠ಋೖ TFNBOUJDMFWFMBHHSFHBUJPOͰϝλύεΛॏཁʹԠͯ͡ू͢Δ ୯.-1ͰOPEFFNCFEEJOHΛ ඇઢܗม͠ɺຒΊࠐΈͷྨࣅͱ͠
ͯॏཁΛܭࢉ ਖ਼نԽ ϝλύεॏཁͰBHHSFHBUJPO
)FUFSPHFOFPVT(SBQI"UUFOUJPO/FUXPSL 9JBP8BOH #FJKJOH6OJWFSTJUZPG1PTUTBOE5FMFDPNNVOJDBUJPOT FUBM888 DJUBUJPOT ϊʔυϨϕϧɺϝλύεϨϕϧͷॏཁ͕ݟΕΔͷͰɺͦͷ͋ͨΓͷղ ऍੑ͕ٻΊΒΕΔ߹ʹ͑ͦ͏ ϝλύεͷઃܭ͕ඞཁͳͷͰɺ͋ΔఔͷυϝΠϯࣝඞཁͦ͏ ࣮ݧ݁ՌΛݟΔݶΓϝλύεؒͷॏཁ͕͍͍ͩͨಉ͡ʹͳͬͯ͠· ͍ɺ݁ՌTFNBOUJDGVTJPO͕͋·Γҙຯͳ͍Α͏ʹݟ͍͑ͯΔͷͰɺ
ͬͱϝλύε͕όϦΤʔγϣϯ๛͔Ͱॏཁ͕େ͖͘ҟͳΔλεΫͰ ࢼͯ͠Έ͍ͨ
)FUFSPHFOFPVTHSBQIͷ࣮Ԡ༻ • )FUFSPHFOFPVT(SBQI/FVSBM/FUXPSLTGPS.BMJDJPVT "DDPVOU%FUFDUJPO ◦ ;JRJ-JV "OU'JOBODJBM4FSWJDFT(SPVQ FUBM $*,.
DJUBUJPOT ◦ "MJQBZͰѱҙͷ͋ΔΞΧϯτΛݕग़͢ΔͨΊʹɺσόΠεΞΫ ςΟϏςΟ͔ΒͳΔIFUFSPHFOFPVTHSBQI͔ΒͷػցֶशΛߦ͏ • .FUBQBUIHVJEFE)FUFSPHFOFPVT(SBQI/FVSBM/FUXPSLGPS *OUFOU3FDPNNFOEBUJPO ◦ 4IBPIVB'BO #FJKJOH6OJWFSTJUZPG1PTUTBOE 5FMFDPNNVOJDBUJPOT FUBM,%% DJUBUJPOT ◦ Ϣʔβʔ͕5BPCBPΛ։͍ͨͱ͖ʹɺաڈͷߦಈ͔ΒࣗಈతʹΫΤϦ ʢJOUFOUʣΛϦίϝϯυ͢Δ
%//ਪનք۾Ͱى͍ͬͯ͜Δ ৽نख๏ͷग़ݱස͕ߴ͍σʔληοτ͕ଟذʹΘͨΔ͜ͱ ͔Βɺ4P5"͕ඇৗʹ͍ʹ͘͘ͳ͍ͬͯΔ 3FD4ZT#FTU1BQFSͰɺۙͷ%//ܥਪનख๏Λ ࠶ݱ࣮͠ൺֱͨ݁͠Ռɺݹయతͳख๏ʹ͢Βউͯͳ͍ͷ͕΄ͱΜͲͩͬͨ ,%% 888 3FD4ZT 4*(*3ͷ%//ؔ࿈จຊͷࢼͰɺ ࠶ݱͰ͖ͨͷ͕ҎԼͷຊ͔͠ͳ͔ͬͨ
࠶ݱͰ͖ͯɺ΄ͱΜͲ͕ݹయతͳख๏ʹෛ͚ͯ͠·ͬͨ ਖ਼͍͠ϕʔεϥΠϯʢݹయత͕ͩڧྗͳख๏ʣΛਖ਼͘͠ௐ͠ɺ ൺֱ͠Α͏ɻ࣮ɺલॲཧɺϋΠύϥΛެ։͠Α͏ɻ
(//ͷʮਖ਼͍͠ϕʔεϥΠϯʯΛ࡞ΔऔΓΈ • "'BJS$PNQBSJTPOPG(SBQI/FVSBM/FUXPSLTGPS(SBQI $MBTTJpDBUJPO 'FEFSJDP&SSJDB FUBM *$-3 DJUBUJPOT ◦ %($//
%J⒎1PPM &$$ (*/ (SBQI4"(&ͷͭͷϞσϧΛɺͭ ͷϕϯνϚʔΫͰ࠶࣮ݧ ◦ (//ΛߏʹͱΒΘΕͳ͍ϕʔεϥΠϯͱൺֱ͢Δ͜ͱͰɺߏ ใ͕׆༻͞Ε͍ͯΔ͔Λݕূ • 0QFO(SBQI#FODINBSL%BUBTFUTGPS.BDIJOF-FBSOJOHPO (SBQIT 8FJIVB)V FUBMBS9JW DJUBUJPOT ◦ େنʢ࠷େԯϊʔυɺԯΤοδʣͰଟ༷ͳλεΫɾྖҬΛΧ όʔͨ͠ϕϯνϚʔΫσʔληοτΛఏҊ ◦ 044తʹӡ༻͞Ε͍ͯΔ
(//ͷʮਖ਼͍͠ϕʔεϥΠϯʯΛ࡞ΔऔΓΈ • #FODINBSLJOH(SBQI/FVSBM/FUXPSLT 7JKBZ1SBLBTI %XJWFEJ FUBMBS9JW DJUBUJPOT ◦ طଘख๏খنͳσʔλͰධՁ͞Ε͍ͯΔ͜ͱ͕ଟ͘ɺҰൠԽՄೳ ͳΞʔΩςΫνϟ͔ఆͮ͠Β͍
◦ HSBQISFHSFTTJPODMBTTJpDBUJPO OPEFDMBTTJpDBUJPO MJOL QSFEJDUJPOͷͭͷλεΫʹ͍ͭͯɺϕϯνϚʔΫͱͯ͠༻͢Δʹ ;͞Θ͍͠σʔληοτΛબఆ ◦ ($/T 8-(//Tͷطଘख๏Ͱ࠶ݱ࣮ݧΛͨ͠
#FODINBSLJOH(SBQI/FVSBM/FUXPSLT BS9JW %XJWFEJ 7JKBZ1SBLBTIBOE+PTIJ $IBJUBOZB,BOE-BVSFOU 5IPNBTBOE#FOHJP :PTIVBBOE#SFTTPO 9BWJFS DJUBUJPOT தنσʔλͰͷάϥϑճؼʗྨɺϊʔυϦϯΫ༧ଌͳͲͷλεΫͰɺ
طଘख๏ͷ࠶ݱ࣮Λൺֱͨ͠ɻ طଘख๏ͰΘΕ͍ͯΔσʔληοτ͕খن͗͢Δ "'BJS$PNQBSJTPOPG(SBQI/FVSBM/FUXPSLTGPS(SBQI$MBTTJpDBUJPO 'FEFSJDP&SSJDB FUBM *$-3
#FODINBSLJOH(SBQI/FVSBM/FUXPSLT BS9JW %XJWFEJ 7JKBZ1SBLBTIBOE+PTIJ $IBJUBOZB,BOE-BVSFOU 5IPNBTBOE#FOHJP :PTIVBBOE#SFTTPO 9BWJFS DJUBUJPOT தنσʔλͰͷάϥϑճؼʗྨɺϊʔυϦϯΫ༧ଌͳͲͷλεΫͰɺ
طଘख๏ͷ࠶ݱ࣮Λൺֱͨ͠ɻ (//T 8-(//Tͷ࣮ݧϑϩʔΛఆٛ
#FODINBSLJOH(SBQI/FVSBM/FUXPSLT BS9JW %XJWFEJ 7JKBZ1SBLBTIBOE+PTIJ $IBJUBOZB,BOE-BVSFOU 5IPNBTBOE#FOHJP :PTIVBBOE#SFTTPO 9BWJFS DJUBUJPOT தنσʔλͰͷάϥϑճؼʗྨɺϊʔυϦϯΫ༧ଌͳͲͷλεΫͰɺ
طଘख๏ͷ࠶ݱ࣮Λൺֱͨ͠ɻ άϥϑߏΛແࢹͯ͠.-1ͰϞσϧԽ͢ΔͱείΞ͕͍ͷͰɺάϥ ϑߏͷϞσϦϯά͕ඞਢͷλεΫͰ͋Γͦ͏ 8-(//Tɺ8-UFTUͱಉͷࣝผೳྗΛ࣋ͭͷͷɺ࠷ۙͷ 8-(//3JOH(//($/ΛείΞͰԼճΔ
(//จͷ࠶ݱੑ σʔληοτ͕খنͩͬͨΓҰൠԽͮ͠Β͔ͬͨΓͰɺ4P5" ͕͍ʹ͍͘ͱ͍͏%//ਪનͱಉ͕ͩ͡ɺ͜Ε͋Δఔ ͠ΐ͏͕ͳ͍໘͋Δ άϥϑΧʔωϧΛͬͨख๏ͳͲɺݹయతख๏ͱͷͪΌΜͱ͠ ͨൺֱݟͯΈ͍ͨɾɾɾ ίʔυ͕ެ։͞Ε͍ͯΔจ͕ଟ͘ɺடং͕อͨΕ͍ͯΔΑ͏ ʹײ͡·͢ʢࢲݟͰ͢ʣ
ύωϧσΟεΧογϣϯ IFUFSPHFOFPVTHSBQIͷख๏ʹଞʹͲΜͳͷ͕͋Δ ͷʁ ͦͦάϥϑߏͷຒΊࠐΈʹͲΜͳछྨ͕͋Δʁ ࠷ۙҰ൪໘ന͍ͱࢥͬͨจɾऔΓΈͳΜͰ͔͢ʁʢෳ ͋ͬͯେৎͰ͢ʂʣ