論文紹介: Improving Implicit Feedback-Based Recommendation through Multi-Behavior Alignment(Xin Xin et al., 2023)

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1. ©2023 Wantedly, Inc. ࿦จ঺հɿImproving Implicit Feedback-Based Recommendation through Multi-Behavior Alignment ΢ΥϯςουϦʔࣾ಺ษڧձ~ਪન࿦จಡΈձ~ Nov. 22 2023 - ߹ాपฏʢ΢ΥϯςουϦʔגࣜձࣾʣ Xin Xin et al., 2023 https://dl.acm.org/doi/10.1145/3539618.3591697
2. ©2023 Wantedly, Inc. ࣗݾ঺հ ໊લɿ 
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3. ©2023 Wantedly, Inc. αϚϦʔ ෳ਺ͷߦಈ৘ใΛΞϥΠϝϯτͯ͠ਅͷᅂ޷Λਪఆ͢Δख๏ΛఏҊͨ͠࿦จ • Ϟνϕʔγϣϯɿෳ਺ͷߦಈσʔλΛֶशʹ࢖͏͜ͱͰɺ֤ߦಈσʔλͷܽ఺Λิ͍͍ͨ • ՝୊ɿ • ߦಈσʔλ෼෍ͷؒʹ͸Ϊϟοϓ͕͋Δ • औಘ͕༰қͳߦಈσʔλ΄ͲϊΠζ͕େ͖͍ • ղܾํ๏ɿ • Ϣʔβʔͷਅͷᅂ޷Λજࡏม਺ͱ͠ɺͦΕʹج͍ͮͨߦಈ݁Ռ͕؍ଌม਺ͱΈͳ͢ • જࡏม਺ΛڬΜͰɺෳ਺ͷߦಈσʔλΛద੾ʹΞϥΠϝϯτ͢Δ
4. ©2023 Wantedly, Inc. ຊݚڀͷϞνϕʔγϣϯ ҉໧తϑΟʔυόοΫΛ׆༻ͯ͠ɺߴਫ਼౓ͳਪનΛߦ͍͍ͨ • ҉໧తϑΟʔυόοΫʢimplicit feedbackʣͷྫɿΫϦοΫɺΧʔτ΁ͷ௥Ճɺߪೖ • ໌ࣔతϑΟʔυόοΫʢexplicit feedbackʣͱҟͳΓɺ҉໧తϑΟʔυόοΫ͸ 
 σʔλΛऔಘ͠΍͘͢ɺଟ͘ͷਪનγεςϜ͸͜ΕΛ΋ͱʹֶश͞Ε͍ͯΔ ໌ࣔత ҉໧త σʔλྔ গͳ͍ ଟ͍ σʔλͷਖ਼֬͞ ਖ਼֬ ෆਖ਼֬ ະධՁͱωΨςΟ ϒͷ۠ผ ໌֬ ෆ໌֬ ʰਪનγεςϜ࣮ફೖ໳ʱhttps://www.oreilly.co.jp/books/9784873119663
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 ༧ଌੑೳΛڧԽͤ͞Δ ΫϦοΫ ߪೖ σʔλྔ ଟ͍ গͳ͍ ϊΠζͷେ͖͞ େ͖͍ খ͍͞ ίʔϧυελʔτ ൃੜ͠ʹ͍͘ ൃੜ͠΍͍͢
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 ͜ͱΛͨ͠ͱͯ͠΋ɺҰ؏ͨ͠Ϣʔβʔͷਅͷᅂ޷Λਪఆ͢Δ͜ͱ͸೉ͦ͠͏
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18. ©2023 Wantedly, Inc. αϚϦʔ ෳ਺ͷߦಈ৘ใΛΞϥΠϝϯτͯ͠ਅͷᅂ޷Λਪఆ͢Δख๏ΛఏҊͨ͠࿦จ • Ϟνϕʔγϣϯɿෳ਺ͷߦಈσʔλΛֶशʹ࢖͏͜ͱͰɺ֤ߦಈσʔλͷܽ఺Λิ͍͍ͨ • ՝୊ɿ • ߦಈσʔλ෼෍ͷؒʹ͸Ϊϟοϓ͕͋Δ • औಘ͕༰қͳߦಈσʔλ΄ͲϊΠζ͕େ͖͍ • ղܾํ๏ɿ • Ϣʔβʔͷਅͷᅂ޷Λજࡏม਺ͱ͠ɺͦΕʹج͍ͮͨߦಈ݁Ռ͕؍ଌม਺ͱΈͳ͢ • જࡏม਺ΛڬΜͰɺෳ਺ͷߦಈσʔλΛద੾ʹΞϥΠϝϯτ͢Δ