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Graph Neural Networks のビジネス応用可能性 heterogeneo...
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uchi_k
July 03, 2020
Programming
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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
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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
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)FUFSPHFOFPVT(SBQI"UUFOUJPO/FUXPSL 9JBP8BOH #FJKJOH6OJWFSTJUZPG1PTUTBOE5FMFDPNNVOJDBUJPOT FUBM888 DJUBUJPOT ϝλύεۙϊʔυϨϕϧͰͷBUUFOUJPOͱɺ ϝλύεϨϕϧͰͷBUUFOUJPOͷ֊తͳBUUFOUJPOΛఆٛ OPEFMFWFMBHHSFHBUJPOͰϝλύεۙΛॏཁʹԠͯ͡ू͢Δ ڞ௨ۭؒͷࣹӨI@J ΤοδͷॏཁFЇ@JK
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ͬͱϝλύε͕όϦΤʔγϣϯ๛͔Ͱॏཁ͕େ͖͘ҟͳΔλεΫͰ ࢼͯ͠Έ͍ͨ
)FUFSPHFOFPVTHSBQIͷ࣮Ԡ༻ • )FUFSPHFOFPVT(SBQI/FVSBM/FUXPSLTGPS.BMJDJPVT "DDPVOU%FUFDUJPO ◦ ;JRJ-JV "OU'JOBODJBM4FSWJDFT(SPVQ FUBM $*,.
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࠶ݱͰ͖ͯɺ΄ͱΜͲ͕ݹయతͳख๏ʹෛ͚ͯ͠·ͬͨ ਖ਼͍͠ϕʔεϥΠϯʢݹయత͕ͩڧྗͳख๏ʣΛਖ਼͘͠ௐ͠ɺ ൺֱ͠Α͏ɻ࣮ɺલॲཧɺϋΠύϥΛެ։͠Α͏ɻ
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(//ͷʮਖ਼͍͠ϕʔεϥΠϯʯΛ࡞ΔऔΓΈ • #FODINBSLJOH(SBQI/FVSBM/FUXPSLT 7JKBZ1SBLBTI %XJWFEJ FUBMBS9JW DJUBUJPOT ◦ طଘख๏খنͳσʔλͰධՁ͞Ε͍ͯΔ͜ͱ͕ଟ͘ɺҰൠԽՄೳ ͳΞʔΩςΫνϟ͔ఆͮ͠Β͍
◦ HSBQISFHSFTTJPODMBTTJpDBUJPO OPEFDMBTTJpDBUJPO MJOL QSFEJDUJPOͷͭͷλεΫʹ͍ͭͯɺϕϯνϚʔΫͱͯ͠༻͢Δʹ ;͞Θ͍͠σʔληοτΛબఆ ◦ ($/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
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طଘख๏ͷ࠶ݱ࣮Λൺֱͨ͠ɻ (//T 8-(//Tͷ࣮ݧϑϩʔΛఆٛ
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طଘख๏ͷ࠶ݱ࣮Λൺֱͨ͠ɻ άϥϑߏΛແࢹͯ͠.-1ͰϞσϧԽ͢ΔͱείΞ͕͍ͷͰɺάϥ ϑߏͷϞσϦϯά͕ඞਢͷλεΫͰ͋Γͦ͏ 8-(//Tɺ8-UFTUͱಉͷࣝผೳྗΛ࣋ͭͷͷɺ࠷ۙͷ 8-(//3JOH(//($/ΛείΞͰԼճΔ
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ύωϧσΟεΧογϣϯ IFUFSPHFOFPVTHSBQIͷख๏ʹଞʹͲΜͳͷ͕͋Δ ͷʁ ͦͦάϥϑߏͷຒΊࠐΈʹͲΜͳछྨ͕͋Δʁ ࠷ۙҰ൪໘ന͍ͱࢥͬͨจɾऔΓΈͳΜͰ͔͢ʁʢෳ ͋ͬͯେৎͰ͢ʂʣ