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
論文紹介: Improving Implicit Feedback-Based Recomme...
Search
Shuhei Goda
November 22, 2023
Technology
0
630
論文紹介: Improving Implicit Feedback-Based Recommendation through Multi-Behavior Alignment(Xin Xin et al., 2023)
ウォンテッドリー社内勉強会~推薦論文読み会~
https://wantedly.connpass.com/event/301781/
Shuhei Goda
November 22, 2023
Tweet
Share
More Decks by Shuhei Goda
See All by Shuhei Goda
Turing × atmaCup #18 - 1st Place Solution
hakubishin3
0
880
ジョブマッチングサービスにおける相互推薦システムの応用事例と課題
hakubishin3
3
950
とある事業会社にとっての Kaggler の魅力
hakubishin3
8
2.5k
課題の解像度が荒かったことで意図した改善ができなかった話
hakubishin3
3
1k
Wantedly におけるマッチング体験を最大化させるための推薦システム
hakubishin3
4
1.2k
Recommendation Industry Talks #1 Opening
hakubishin3
1
390
会社訪問アプリ「Wantedly Visit」での シゴトに関する興味選択機能と推薦改善
hakubishin3
0
640
Feedback Prize - English Language Learning における擬似ラベルの品質向上の取り組み
hakubishin3
0
1k
ウォンテッドリーにおける推薦システムのオフライン評価の仕組み
hakubishin3
7
7k
Other Decks in Technology
See All in Technology
TechBull Membersの開発進捗どうですか!?
rvirus0817
0
500
Go Connectへの想い
chiroruxx
0
130
CSSDay, Amsterdam
brucel
0
270
データベースの引越しを Ora2Pg でスマートにやろう
jri_narita
0
180
おれのAI活用の現状とこれから
tsukasagr
0
120
Zero Data Loss Autonomous Recovery Service サービス概要
oracle4engineer
PRO
2
7.3k
大手企業のAIツール導入の壁を越えて:サイバーエージェントのCursor活用戦略
gunta
34
16k
これならできる!Kotlin・Spring・DDDを活用したAll in oneのマイクロサービス開発術
demaecan
0
120
JavaのMCPサーバーで体験するAIエージェントの世界
tatsuya1bm
1
210
從開發到架構設計的可觀測性實踐
philipz
0
190
20250514_未経験から Fintech実務参画まで。学生エンジニアの挑戦録
hideto1008
0
860
NW運用の工夫と発明
recuraki
2
870
Featured
See All Featured
The Invisible Side of Design
smashingmag
299
50k
Building an army of robots
kneath
306
45k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
507
140k
YesSQL, Process and Tooling at Scale
rocio
172
14k
The Pragmatic Product Professional
lauravandoore
35
6.7k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
32
5.8k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
48
5.4k
Building Applications with DynamoDB
mza
95
6.4k
Site-Speed That Sticks
csswizardry
9
610
The MySQL Ecosystem @ GitHub 2015
samlambert
251
13k
Optimizing for Happiness
mojombo
378
70k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.3k
Transcript
©2023 Wantedly, Inc. จհɿImproving Implicit Feedback-Based Recommendation through Multi-Behavior Alignment
ΥϯςουϦʔࣾษڧձ~ਪનจಡΈձ~ Nov. 22 2023 - ߹ాपฏʢΥϯςουϦʔגࣜձࣾʣ Xin Xin et al., 2023 https://dl.acm.org/doi/10.1145/3539618.3591697
©2023 Wantedly, Inc. ࣗݾհ ໊લɿ ߹ా पฏ(Shuhei Goda) ॴଐͱׂɿ
ɾΥϯςουϦʔגࣜձࣾ(2019~) ɾਪનνʔϜϦʔμʔ ɾML Tech Lead & Product Manager Kaggle Tierɿ Kaggle Competitions Grandmaster @hakubishin3 @jy_msc @shuheigoda
©2023 Wantedly, Inc. αϚϦʔ ෳͷߦಈใΛΞϥΠϝϯτͯ͠ਅͷᅂΛਪఆ͢Δख๏ΛఏҊͨ͠จ • ϞνϕʔγϣϯɿෳͷߦಈσʔλΛֶशʹ͏͜ͱͰɺ֤ߦಈσʔλͷܽΛิ͍͍ͨ • ՝ɿ •
ߦಈσʔλͷؒʹΪϟοϓ͕͋Δ • औಘ͕༰қͳߦಈσʔλ΄ͲϊΠζ͕େ͖͍ • ղܾํ๏ɿ • ϢʔβʔͷਅͷᅂΛજࡏมͱ͠ɺͦΕʹج͍ͮͨߦಈ݁Ռ͕؍ଌมͱΈͳ͢ • જࡏมΛڬΜͰɺෳͷߦಈσʔλΛదʹΞϥΠϝϯτ͢Δ
©2023 Wantedly, Inc. ຊݚڀͷϞνϕʔγϣϯ ҉తϑΟʔυόοΫΛ׆༻ͯ͠ɺߴਫ਼ͳਪનΛߦ͍͍ͨ • ҉తϑΟʔυόοΫʢimplicit feedbackʣͷྫɿΫϦοΫɺΧʔτͷՃɺߪೖ • ໌ࣔతϑΟʔυόοΫʢexplicit
feedbackʣͱҟͳΓɺ҉తϑΟʔυόοΫ σʔλΛऔಘ͘͢͠ɺଟ͘ͷਪનγεςϜ͜ΕΛͱʹֶश͞Ε͍ͯΔ ໌ࣔత ҉త σʔλྔ গͳ͍ ଟ͍ σʔλͷਖ਼֬͞ ਖ਼֬ ෆਖ਼֬ ະධՁͱωΨςΟ ϒͷ۠ผ ໌֬ ෆ໌֬ ʰਪનγεςϜ࣮ફೖʱhttps://www.oreilly.co.jp/books/9784873119663
©2023 Wantedly, Inc. ຊݚڀͷϞνϕʔγϣϯ ҰൠతʹΫϦοΫσʔλ͚ͩΛ͏͜ͱ͕ଟ͍ • ΫϦοΫσʔλ༷ʑͳ҉తϑΟʔυόοΫͷதͰಛʹ༰қʹೖखՄೳ • ͔͠͠ɺϊΠζόΠΞε͕େ͖͘ɺਖ਼֬ͳᅂͷਪఆ͕͍͠
©2023 Wantedly, Inc. ຊݚڀͷϞνϕʔγϣϯ ΫϦοΫσʔλͰͳ͘ɺߪೖσʔλ͚ͩΛར༻͢Δͷʁ • ਪનγεςϜͰϢʔβʔʹଅਐ͍ͤͨ͞ߦಈʢeίϚʔεͰ͋ΕߪೖʣΛֶशʹ ͑ΔͷͰ͋ΕɺͦΕʹӽͨ͜͠ͱͳ͍ •
͔͠͠ɺσʔλͷεύʔεੑʹىҼ͢Δίʔϧυελʔτ͕ੜ͍͢͡
©2023 Wantedly, Inc. ຊݚڀͷϞνϕʔγϣϯ ෳͷछྨͷߦಈΛֶशʹར༻ͯ͠ɺͦΕͧΕͷܽΛิ͍͍ͨ • ิॿతͳߦಈσʔλ(ΫϦοΫ)Λར༻͢Δ͜ͱͰɺεύʔεͳλʔήοτߦಈ(ߪೖ)ͷ ༧ଌੑೳΛڧԽͤ͞Δ ΫϦοΫ
ߪೖ σʔλྔ ଟ͍ গͳ͍ ϊΠζͷେ͖͞ େ͖͍ খ͍͞ ίʔϧυελʔτ ൃੜ͠ʹ͍͘ ൃੜ͍͢͠
©2023 Wantedly, Inc. ղܾ͍ͨ͠՝ᶃ ෳछྨͷߦಈσʔλͷؒʹΪϟοϓ͕ଘࡏ͢Δ • ྫ͑ɺϢʔβʔ͕ΫϦοΫ͕ͨ͠ߪೖ͠ͳ͔ͬͨͳͲɺ֤ʑͷϊΠζʹΑͬͯੜ͡Δ • φΠʔϒʹʮߦಈͷछྨ͝ͱʹϢʔβʔͷΈΛֶशͨ͠ޙͦΕͧΕΛΈ߹ΘͤΔʯ
͜ͱΛͨ͠ͱͯ͠ɺҰ؏ͨ͠ϢʔβʔͷਅͷᅂΛਪఆ͢Δ͜ͱͦ͠͏
©2023 Wantedly, Inc. ղܾ͍ͨ͠՝ᶄ ิॿతͳߦಈσʔλͰ͋ΔΫϦοΫσʔλͷϊΠζ͕ඇৗʹେ͖͍ • ϊΠζͷେ͖͞Λߟྀ͓͔ͯ͠ͳ͍ͱɺ͜ΕͷӨڹ͕ࢧతʹͳͬͯ͠·͏
©2023 Wantedly, Inc. ઌߦݚڀͲ͏͍ͯͨ͠ʁ ෳछྨͷߦಈΛ׆༻͢Δઌߦݚڀɺ՝ᶃᶄʹରԠͰ͖͍ͯͳ͍ͱओு • ߦಈͷछྨΛҟछͷϊʔυʹஔ͖͑ͯάϥϑͰղ͍ͨΓɺϚϧνλεΫֶशΛͨ͠Γ • σʔλͷΪϟοϓΛߟྀͰ͖͍ͯͳ͍ͷͰɺීวతͳᅂදݱΛ࡞Ε͍ͯͳ͍ͷͰ •
ิॿใͷϊΠζͷେ͖͞ΛߟྀͰ͖͍ͯͳ͍ͷͰɺޮՌతͳิॿʹͳ͍ͬͯͳ͍ͷͰ
©2023 Wantedly, Inc. ຊݚڀͰࢧ͍࣋ͨ͠Ծઆ ෳछྨ͋ΔߦಈͦΕͧΕϢʔβʔͷਅͷᅂʹج͍͍ͮͯΔ ਅͷᅂ P(R_t) ΫϦοΫ P(R_g) ߪೖ
P(R_f) ʴϊΠζͳͲ ʴϊΠζͳͲ
©2023 Wantedly, Inc. Ծઆʹج͍ͮͨख๏ͷఏҊ જࡏม(ਅͷᅂ)ΛڬΜͰɺෳछྨͷߦಈσʔλΛΞϥΠϝϯτ͢Δ • ਅͷᅂΛֶशͯ͠ਪʹ͏ • ֤ߦಈσʔλͱͷؒͷKL-divͷ࠷খԽͱ֤ߦಈσʔλͷ࠷େԽΛࢦ͢ ֶशɿ
ਪɿ ਪ࣌ʹP(R_f)Λ͍ͬͯΔͷܦݧతʹྑ͔͔ͬͨΒ
©2023 Wantedly, Inc. ֶश࣌ͷ ֶश҆ఆੑΛߴ͘͢ΔͨΊʹKL-divͷܭࢉͰࣄલֶशࡁΈϞσϧΛ͏ • ࣄલʹߦಈͷछྨ͝ͱʹϞσϧΛֶश͓ͤͯ͘͞ ͷՕॴҎ֎ͷϞσϧֶ͕शର
©2023 Wantedly, Inc. ࣮ݧઃܭ ࣮ݧͰݕূ͍ͨ͜͠ͱʁ(RQ) • ఏҊख๏ͷੑೳطଘͷෳߦಈϞσϧΑΓ্͍ͯ͠Δ͔ʁ • ఏҊख๏ͷੑೳطଘͷσϊΠδϯάख๏ΑΓ্͍ͯ͠Δ͔ʁ
©2023 Wantedly, Inc. ࣮ݧઃܭ ઃܭ߲ • σʔληοτɿECαʔϏεͷΦʔϓϯσʔλʢΫϦοΫΛิॿɺߪೖΛλʔήοτͱ͢Δʣ • ධՁࢦඪɿRecall@k ͱ
NDCG@k (k=10, 20)ɺ྆ऀͱ͕ߴ͍΄Ͳྑ͍݁Ռ • ϕʔεϥΠϯɿϋΠύϥධՁσʔληοτ͝ͱʹඍௐ
©2023 Wantedly, Inc. ࣮ݧ݁Ռᶃ طଘͷෳߦಈϞσϧΑΓ༧ଌਫ਼্͕͍ͯ͠Δ͜ͱΛ֬ೝ ୯Ұ ෳ
©2023 Wantedly, Inc. ࣮ݧ݁Ռᶄ طଘͷσϊΠδϯάख๏ΑΓ༧ଌਫ਼্͕͍ͯ͠Δ͜ͱΛ֬ೝ ୯Ұ ୯Ұ σ ϊ Π
δ ϯ ά ख ๏
©2023 Wantedly, Inc. αϚϦʔ ෳͷߦಈใΛΞϥΠϝϯτͯ͠ਅͷᅂΛਪఆ͢Δख๏ΛఏҊͨ͠จ • ϞνϕʔγϣϯɿෳͷߦಈσʔλΛֶशʹ͏͜ͱͰɺ֤ߦಈσʔλͷܽΛิ͍͍ͨ • ՝ɿ •
ߦಈσʔλͷؒʹΪϟοϓ͕͋Δ • औಘ͕༰қͳߦಈσʔλ΄ͲϊΠζ͕େ͖͍ • ղܾํ๏ɿ • ϢʔβʔͷਅͷᅂΛજࡏมͱ͠ɺͦΕʹج͍ͮͨߦಈ݁Ռ͕؍ଌมͱΈͳ͢ • જࡏมΛڬΜͰɺෳͷߦಈσʔλΛదʹΞϥΠϝϯτ͢Δ