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約5分でSHAP完全に理解する_関東kaggler会LT_投稿用.pdf
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zaki
August 03, 2024
Technology
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約5分でSHAP完全に理解する_関東kaggler会LT_投稿用.pdf
zaki
August 03, 2024
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Transcript
;",* !XBOJ[BLJ Ͱ̈4)"1શʹཧղ͢Δ˞̈ ؔ౦LBHHMFSձ ˞4)"1Λશʹཧղ͢Δͱ͍͏ҙຯͰ͋Γ·ͤΜ
ࣗݾհ w LBHHMFϥϯΫɿ&YQFSU w ৬ۀɿେखۀͷσʔλαΠΤϯςΟετ w ۀͰؔͷςʔϒϧσʔλΛ৮Δࣄ͕ଟ͍ ˠϞσϧͷղऍੑΛٻΊΒΕΔ͜ͱ͠͠ w ͱ͍͏Θ͚Ͱ
ςʔϒϧσʔλʹ͓͚ΔػցֶशϞσϧͷղऍੑʹ͍ͭͯͦ͏ͱࢥ͍·͢
ʢʣʢภݟʣʢݸਓͷओ؍Ͱ͢ʣ ͱ͜ΖͰɺ LBHHMFSϞσϧͷਫ਼্ʹڵຯ͕͋Δ ͔͠͠ղऍੑͳΜͯ Ͳ͏Ͱ͍͍ͱࢥ͍ͬͯΔ ͳ͍Ͱ͢
LBHHMFʹ͓͍ͯϞσϧͷղऍ͕Ͱ͖ΔͱԿ͕خ͍͔͠ w Ϟσϧͷؾ͕࣋ͪΘ͔Δ ˠਖ਼ղෆਖ਼ղͷཧ༝Λ୳ΔώϯτʹͳΔ w ୳ࡧతσʔλੳͷͨΊͷԾઆ࡞Γ͕Ͱ͖Δ ˠʮ୳ࡧతʯσʔλੳ୳ࡧ͢Δత͕ͳ͍ͱແବ Oͷ ςʔϒϧσʔλίϯϖͷऔΓΈํ ฌ౻
IUUQTTQFBLFSEFDLDPNNBLPUVOFRVBMTOPUFCVSVEFUBLPOQFOPRVSJ[VNJGBOH TMJEF ʩ ৽ͨͳಛྔΛ࡞Δ ΞΠσΞʹͳΔ
ϞσϧղऍͷͨΊͷखஈ4)"1 w 4)"1ɿػցֶशϞσϧ͕ͳͥͦͷ༧ଌΛߦͬͨͷ͔ղऍ͢Δ ˠͭͭͷಛྔ͕Ϟσϧ༧ଌʹ༩͑Δߩݙ˞ΛՄࢹԽ͢Δ ※ݫີʹ֤ಛྔͷฏۉతͳݶքߩݙΛࢦ͠·͢ɻৄ͘͠Γ͍ͨํԼهͷॻ੶Λ͓͢͢Ί͠·͢ɻ ɹػցΛֶशΛղऍ͢Δٕज़ʢԼޫ೭ॿʣ IUUQTHJIZPKQCPPL ˡ͜Μͳײ͡Ͱग़͖ͯ·͢
w -JHIUHCNΛ༻ͯ͠Ϟσϧ࡞ w ࡞ͨ͠Ϟσϧͷߦ༧ଌʹؔ͢Δ4)"1ΛݟͯΈΔ λΠλχοΫͷσʔλͰ4)"1ΛͬͯΈΔ ֤આ໌มͱͦͷ Ϟσϧͷ༧ଌ ਖ਼ΫϥεʹͳΔ֬ ฏۉతͳग़ྗ ֤ಛྔͷ4)"1
ฏۉతͳ༧ଌ͔Β֤ಛྔͷ4)"1͕ੵΈ্͕Γɺ࠷ऴతͳ༧ଌ͕ࢉग़͞Εͨ ͜Μͳײ͡Ͱ֤σʔλͷ֤ಛྔ͝ͱʹ4)"1͕ܭࢉ͞ΕΔ
·ͱΊͯ4)"1ΛݟͯΈΔᶃ ֤ಛྔͷ4)"1 શσʔλฏۉ ਖ਼ղΑΓߴ͍Өڹ͕ग़͍ͯΔʁ ਖ਼ղΑΓ͍Өڹͱͳͬͯ͠·ͬͨʁ ਖ਼ղ༧ଌͷฏۉ4)"1 ෆਖ਼ղ༧ଌͷฏۉ4)"1 σʔλ୯ҐͰશମ૾͕͔ͭΊͳ͍ͷͰɺશσʔλͷฏۉ4)"1ΛάϥϑԽͯ͠ΈΔ ༧ଌΛ֎ͨ͠σʔλͷ4)"1ΛݟΔͱɺ1DMBTTͷӨڹ͕େ͖͘ɺ"HFͷӨڹ͕খ͍͜͞ͱ͕Θ͔Δɹˠɹෆਖ਼ղ"HFΛਖ਼͘͠ධՁͰ͖͍ͯͳ͍ʁ
·ͱΊͯ4)"1ΛݟͯΈΔᶄ ֤σʔλϙΠϯτͷ4)"1ͷ தؒ৭͕ߴ͍Өڹʁ େ͖͘ӨڹΛ༩͕͑ͨͳ͍ ਖ਼ղ༧ଌͷ4)"1ͷ ෆਖ਼ղ༧ଌͷ4)"1ͷ w ฏۉͰͳ͘ɺΛݟͯΈΔ w ਖ਼ղෆਖ਼ղ֓Ͷಉ͕ͩ͡ɺҟͳΔɻ
w 1DMBTTͷதؒ৭͕ߴ͍ӨڹΛ༩͍͑ͯΔ ਖ਼ղΫϥεʹ͋Δ͕ɺϗϯτ͔ʁ ɺ"HFͰେ͖ͳӨڹΛ༩͕͑ͨͳ͍
ಛྔͱ4)"1ͷؔΛݟͯΈΔ 4)"1ͱ"HFͷؔ ਖ਼ղ༧ଌͷ4)"1ͱ"HFͷؔ ෆਖ਼ղ༧ଌͷ4)"1ͷ"HFͷؔ w ಛྔͱ4)"1ͷؔΛݟΔ͜ͱͰ͖Δ w ৭ɿަޓ࡞༻͕ڧ͍ಛྔ͕ࣗಈͰબΕΔ खಈͰՄ
w શମతʹ4)"1ͱ"HFൺྫͷΑ͏ͳؔ w ਖ਼ղͷ߹ɺަޓ࡞༻ʹ4FY͕બΕ͍ͯΔ͕ɺෆਖ਼ղͷ߹&NCBSLFE͕બΕ͍ͯΔɹˠɹ"HFͱ4FY&NCBSLFE͔ΒͳΔಛྔ༗ޮʁ w ࡀະຬͷσʔλਖ਼ղΫϥεʹଟ͍ɹˠɹࢠڙͰ͋Δ͜ͱ͕༗ޮࢹ͞Ε͍ͯΔʁ ࡀલޙʹؒҧ͍͕ଟ͍ʁ 4)"1Ί͕ͩʜ ࡀະຬਖ਼ղ͕ଟ͍ʁ
ಛྔͱ4)"1ͷؔΛݟͯΈΔ ଞͷઆ໌มΛݟΔ͜ͱͰߋʹߟͰ͖Δ͜ͱ
·ͱΊ 4)"1Λ׆༻͢Δ͜ͱͰ w Ϟσϧͷؾ͕࣋ͪΘ͔Δ Ϟσϧͷ༧ଌཧ༝ΛՄࢹԽͰ͖Δ w ୳ࡧతσʔλੳͷͨΊͷԾઆ࡞Γ͕Ͱ͖Δ
Ϟσϧվળ࣌ۀߦ࣌ͷҰͭͷΞΠσΞͱͳΕخ͘͠ࢥ͍·͢ɻ ຊൃදͷιʔείʔυ IUUQTXXXLBHHMFDPNDPEF[BLJLBHHMFSTIBQ