学習する／Unlearnするチームへ #RSGT2019 / Learning and Unlearning Team

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5BLVZB6DIJEB 5TVCBTB,BOFNVSB :VLJ.JTVNJ

օ͞Μ͸͜ͷ೥ؒͰͲΕ͘Β͍੒௕͠·͔ͨ͠ʁ

34(5 U ઓಆྗ 34(5 34(5 ຖ೥੒௕͢Δͱ͍͏͜ͱ ຖ೥࿩ͤΔΑ͏ʹ ೥ؒؤுͬͯ੒௕͢Δͧʔ

34(5 U ઓಆྗ 34(5 34(5 ΋ͷ͘͢͝੒௕ͨ͠ਓ΍νʔϜΛݟ͚ͭͨ࣌

34(5 U ઓಆྗ 34(5 34(5 ΋ͷ͘͢͝੒௕ͨ͠ਓ΍νʔϜΛݟ͚ͭͨ࣌ ݱ࣌఺Ͱͷઈର஋͸ উ͍ͬͯΔ͔΋͠Εͳ͍

34(5 U ઓಆྗ 34(5 34(5 ΋ͷ͘͢͝੒௕ͨ͠ਓ΍νʔϜΛݟ͚ͭͨ࣌ Ճ଎౓Ͱෛ͚͍ͯΔͷͰ ͍͔ͭ͸௥͍ൈ͔Εͯ͠·͏

ֵ৽ձܭ ֶͼΛ࣮ݱͰ͖͍ͯΔ͔Ͳ͏͔ɺ લਐ͍ͯ͠Δ͔Ͳ͏͔Λ֬ೝ͢ΔͨΊͷ ମܥతͳΞϓϩʔν 㱺਺Ͱ͸ͳ͘཰ͰଌΔ

ઓಆྗ U ઓಆྗ ઓಆྗ ઓಆྗ ຖ೥੒௕͢Δͱ͍͏͜ͱ ຖ೥੒௕Λଓ͚͍ͯΔͷͰ Կͷ໰୊΋ͳͦ͞͏

ઓಆྗ U ઓಆྗ ઓಆྗ ઓಆྗ ຖ೥੒௕͢Δͱ͍͏͜ͱ ੒௕཰ʴ ੒௕཰ʴ Ͱ΋ࢹ఺Λม͑Δͱ ੒௕͕ಷԽ͍ͯ͠Δঢ়ଶ

੒௕ͷՃ଎౓ 1IPUPCZDIVUUFSTOBQPO6OTQMBTI

㾎ݚमͷ੒Ռ͕͔ͬͨ͢͝ 㾎ݚमΛड͚ͨ൴Β͕ͱͯ΋੒௕ͨ͠ 㾎͜͏͍͏ݚमΛͲͷΑ͏ʹ࡞ͬͨͷ͔ ͱ͍͏ઈର஋ͷ࿩͚ͩΛ͍ͨ͠Θ͚Ͱ͸͋Γ·ͤΜ ࠓ೔࿩͢͜ͱ

ࠓ೔࿩͢͜ͱ ൴Βͷl੒௕ͷՃ଎౓zΛײͨ࣌͡ʹɺ զʑ͸͔ͦ͜ΒԿΛֶͿ΂͖͔ l੒௕ͷՃ଎౓zΛҙࣝͯ͠࿩Λฉ͍ͯΈͯԼ͍͞

˒ ˒ ˒ ˒ ˒ ˒ ָఱגࣜձࣾΤϯδχΞϦϯάϚωʔδϟʔ Ϟϒϓϩάϥϛϯά͓͡͞Μ ਪ͠ϝϯɿࢁຊ࠼ ΞδϟΠϧϞϯελʔ
!5",",*/( ٴ෦ܟ༤

4VQQPSUFST "HJMF5FBN Ұൠࣾஂ๏ਓ ΞδϟΠϧνʔϜΛࢧ͑Δձ ຊ೥΋͓ٓ͘͠ئ͍க͠·͢ʂ େਫ३໵ ٴ෦ܟ༤ ൧ాҙݾ ੢ଜ௚ਓ দݩ݈
৿Ұथ ࢁޱమฏ https://agileteam.doorkeeper.jp

㾎ΠϯτϩμΫγϣϯ 㾎νʔϜτʔΫ 㾎ֶश͢Δʗ6OMFBSO͢ΔνʔϜ΁ ΞδΣϯμ

IUUQTDPSQSBLVUFODPKQJOOPWBUJPOSOO ೥݄ೖࣾ Ϗδωε഑ଐ৽ଔ໊ ʹϓϩάϥϛϯάݚम

ΑΖ͍͠ʂ ͳΒ͹࠷ڧͷݚमΛ͠Α͏ ˞ࣸਅ͸͋͘·ͰΠϝʔδͰ͢ 1IPUPCZϑϦʔࣸਅૉࡐͺͨͦ͘ IUUQTXXXQBLVUBTPDPN

㾎ݚमͷͨΊͷݚम͸΍Βͳ͍ 㾎ࣗ෼͕ͨͪϕετͩͱࢥ͏͜ͱΛମݧͯ͠΋Β͏ 㾎ࣗ෼͕ͨͪड͚ͨ͘ͳΔݚम ࠷ڧͷݚमͷఆٛ

࠷ڧͷϝϯλʔਞ Ұॹʹಇ͍ͯΈ͔ͨͬͨਓͨͪ

-FBSOJOH0CKFDU 㾎ϓϩͷΤϯδχΞͷಇ͖ํΛମݧ͢Δ 㾎Ϗδωεͱ։ൃͷίϛϡχέʔγϣϯΛମݧ͢Δ 㾎ϓϩμΫτ։ൃͷϑΟʔυόοΫαΠΫϧΛ·Θ͢

㾎࣮ࡍʹࣄۀ๊͕͍͑ͯΔ՝୊Λղܾ͢Δ 㾎िʹ౓ɺࣄۀϝϯόʔ΁σϞΛ࣮ࢪ͢Δ 㾎࠷ऴ೔ʹσϞσΠΛ࣮ࢪ͢Δ ϦΞϧϓϩμΫτ։ൃ

㾎νʔϜͰํ਑ΛܾΊΔ 㾎ʮֶͿ͜ͱʯࣗମ΋࢓ࣄͷܭըͷҰ෦Ͱ͋Δ 㾎࢓ࣄಉ༷ʹ࠷௿ݶͷϧʔϧ͸ଘࡏ͢Δ͕ɺ  ࣗ෼ͨͪͰ࢓ࣄΛϋοΫ͢Δ ϦΞϧνʔϜ։ൃ

ΤΫετϦʔϜεΫϥϜ Ϟϒϓϩάϥϛϯά IPVSTQSJOU EBZTQSJOU ࠷ڧͷΠϯϓοτ

㾎εΫϥϜ 㾎EBZTQSJOU 㾎IPVSTQSJOU 㾎Ϟϒϓϩάϥϛϯά 㾎εϓϦϯτϨϏϡʔ 㾎ϨτϩεϖΫςΟϒ 㾎ϨτϩεϖΫςΟϒπΞʔ 㾎5%%#PPUDBNQ 㾎ϦʔϯελʔτΞοϓ 㾎ϢʔβʔΠϯλϏϡʔ
㾎ϓϩτλΠϐϯά 㾎ϥΠτχϯάτʔΫ 㾎جૅษڧձ 㾎͓΍ͭਆࣾ 㾎௒ΤϯδχΞਪનຊ୨ ɾɾɾ ࠷ڧͷΠϯϓοτ

ݚमͷྲྀΕ

σϞ ϨτϩεϖΫςΟϒ πΞʔ ϨτϩεϖΫςΟϒ πΞʔ ϨτϩεϖΫςΟϒ πΞʔ ϨτϩεϖΫςΟϒ πΞʔ ϨτϩεϖΫςΟϒ
πΞʔ νʔϜ ϨτϩεϖΫςΟϒ νʔϜ ϨτϩεϖΫςΟϒ νʔϜ ϨτϩεϖΫςΟϒ νʔϜ ϨτϩεϖΫςΟϒ νʔϜ ϨτϩεϖΫςΟϒ ݚमͷྲྀΕ

ϨτϩεϖΫςΟϒπΞʔ ࣗ෼ͨͪҎ֎ʹࣗ෼ͨͪͷֶΜͩ͜ͱΛ఻͑Δ ଞͷνʔϜͷֶͼΛ౪ΜͰνʔϜʹ࣋ͪؼΔ

ݚमͷྲྀΕ σϞ σΠ

ݚम֓ཁ·ͱΊ 㾎Πϯϓοτ͸੯͠Έͳ͘͢Δ 㾎ֶͿͷ΋બͿͷ΋ࣺͯΔͷ΋࢓ࣄͰ͋Δ 㾎࢓ࣄΛϋοΫ͢Δํ๏ΛֶΜͰ΋Β͏ ͢΂ͯ͸Α͍νʔϜͰΑ͍ϓϩμΫτΛͭ͘ΔͨΊ

ࠓճ͸ͦΜͳ൴Βͷ࿩Λ௚઀ฉ͘͜ͱ͕Ͱ͖·͢ ൴ΒͷֶͼΛɺ੒௕Λɺͥͻͦͷ؟ʹম͖෇͚ͯԼ͍͞ʂ

5ZMFS 5, .FH

ʮϓϩμΫτ։ൃͱ͸ʁʯ

Photo by Kelli Tungay on Unsplash ΞϝϦΧͷඒେͰͷ࣮ݧ ࢀߟจݙɿhttps://buzzmag.jp/archives/170852

Photo by Kelli Tungay on Unsplash ΫϥεΛ"ͱ#ͷάϧʔϓʹ෼͚ɺ "͸ ʮ࡞඼͸Ұ఺ɻͦͷ࣭ͰධՁ͢Δʯ #͸
ʮ࡞඼ͷ࣭͸໰Θͳ͍ɻ਺ͰධՁ͢Δʯ 

਺ Photo by Kelli Tungay on Unsplash ਺

Photo by Kelli Tungay on Unsplash ʮ਺ʯͷάϧʔϓ͸ ࣭తʹ΋༏Εͨ࡞඼͕ݟΒΕͨɻ ʮ࣭ʯͷάϧʔϓ͸࣭͕௿͘ ະఏग़ऀ΋ଟ͔ͬͨͱͷ͜ͱɻ

ͱΓ͋͑ͣ࡞Δ

Photo by Dave Webb on Unsplash น

Photo by Dave Webb on Unsplash Ϳ͔ͭͬͨ՝୊ 㾎ԿΛ࡞Ε͹͍͍ͷ͔ 㾎Ͳ͏΍ͬͯ࡞Δͷ͔ 㾎ϞνϕʔγϣϯΛͲ͏΍ͬͯอ͔ͭ

ʮ೤ҙͱ͸ʁʯ

όϥόϥͳνʔϜ͕ Ұॹʹ೤ҙΛ๊͚Δ ʮ޷͖ʯ ͬͯʁ

Ί͙ͪΌΜ

࿀ѪγϡϛϨʔγϣϯ

㾎+BWBʹ৮Εͨ

ͱʹ͔͘࡞Δ

㾎.71 㾎εΫϥϜ 㾎)5.-$44

ۀ຿ͱฒߦ

ؾ͍ͮͨΒ

࿀ѪήʔϜͰग़དྷͨࣄ 㾎+BWB 㾎Ϟϒϓϩάϥϛϯά 㾎εΫϥϜ 㾎IPVS4QSJOU 㾎ਓ΁ͷσϞ 㾎ϢʔβʔϨϏϡʔ 㾎.71 㾎4QSJOH#PPU 㾎ϦϑΝΫλϦϯά

Photo by Louie Martinez on Unsplash ӽ͑ΒΕΔ

ࣄۀ෦͔Βͷґཔ΋

ଞνʔϜ 4BOUÉ ษڧ։࢝ ษڧ։࢝ 2JJUB ϓϩμΫτ ։ൃ։࢝ Ί͙-07&WFS Ί͙-07&WFS Ί͙-07&WFS
ϓϩμΫτ ։ൃ։࢝

ൃදʢޱ಄ʣ ൃදʢ.71ʣ ൃදʢ.71ʣ ࠷ऴൃද ʢ׬੒ʣ ൃදʢ׬੒ʣ ࠷ऴൃද ʢվળʣ

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਺ Photo by Kelli Tungay on Unsplash ਺ ͱ

೤ҙ Ͱ

ࣄۀ෦ͷ՝୊Λղܾ͢Δ ϓϩμΫτ։ൃΛ ߦ͍ͬͯͨɻ

࠷ऴ೔

ʮϓϩμΫτ։ൃͱ͸ʁʯ

օ͔Β޷͔ΕΔ ϓϩμΫτ։ൃΛ Ͱ͖ΔΑ͏ʹͳͬͨɻ

਺ Photo by Kelli Tungay on Unsplash ਺

Photo by Louie Martinez on Unsplash ӽ͑ΒΕΔ

ຊ೔.FH-07&εςοΧʔ഑෍͠·͢

3BLVUFO.BGJB

3BLVUFO.BGJBʹ͍ͭͯ ಛ௃  ໨తҙࣝͷ૬ҧ

໨తҙࣝͷ૬ҧ

"3 ࣈນݕࡧ ҭ੒ήʔϜ ಉ࣌ฒߦͰͭͷϓϩδΣΫτ

݁Ռతʹɾɾɾେ੒ޭ ϝϯλʔ͞Μ ىۀ͢΂͖Ͱ͸ʂʁ

ϓϩδΣΫτ੒ޭͷཁҼ ͋ΔऔΓ૊ΈʹΑΓɺ νʔϜͱͯ͠·ͱ·Γɺ ϓϩμΫτͷํ޲ੑ͕ܾ·ͬͨͷͰ ϊϯετοϓͰ࡞Δ͜ͱ͕Ͱ͖ͨ

Photo by rawpixel on Unsplash :BUUBI,1*

:BUUBI,1*ͱ͸ ೔ճ ͩΕ͔͕Կ͔Λୡ੒ͨ͠Β શһͰتͼΛڞ༗͢Δ

ճͷϋʔυϧͷߴ͞ େ͖ͳ՝୊Λ ೔ճ৐Γӽ͑Δͷ͸೉͍͠ খ͞ͳ՝୊ୡ੒Λ νʔϜ಺Ͱڞ༗͢ΔΑ͏ʹ

νʔϜͱͯ͠ͷ࿈ଳײ͕ੜ·Εͨ

:BUUBI,1*ͷޮՌɿ෼྾࣌ظ 㾎શһ͕શϓϩμΫτΛཧղ͍ͯͨ͠ 㾎ൃݴ͠΍͍͢؀ڥ͕ੜ·Εͨ ೲಘͯ͠ϓϩμΫτΛߜΔ͜ͱ͕Ͱ͖ͨ

:BUUBI,1*ͷޮՌɿ݁ଋ࣌ظ 㾎ૣظʹ՝୊͕ݟ͔ͭͬͨ 㾎ϝϯόʔؒͷॿ͚߹͍͕૿͑ɺ  ։ൃ଎౓͕͙Μͱ্͕ͬͨ ϥετҰिؒͰϓϩμΫτ͕׬੒ͨ͠

ࣦഊͨ͠औΓ૊Έ 㾎࣌ؒεϓϦϯτ 㾎෼εϓϦϯτ 㾎,15 㾎,BOCBO

:BUUBI,1*͕ଓ͍ͨཧ༝ ؆୯͔ͩͬͨΒ ୯७ʹ໰୊Λղܾ͢Δ౎౓ ΈΜͳͰتͿ͚ͩ

ݚमΛ௨ͯ͠ಘֶͨͼ 㾎νʔϜϏϧσΟϯάͷ೉͠͞ 㾎؆୯ͳίϛϡχέʔγϣϯͰ  νʔϜͷงғؾ͕ܶతʹվળ͢Δ  ͜ͱ΋͋Δ

"NJBCMF "OBMZUJDBM %SJWFS &YQSFTTJWF -F.POEF

-F.POEF ʙ࠷ߴͷνʔϜʹࢸΔ·Ͱͷي੻ʙ

ϞϒϫʔΫ Ϣʔβʔ ΠϯλϏϡʔ -F.POEFͷ௅ઓ

ΞϓϦΛ ։ൃͰ͖Δ Α͏ʹͳΓ͍ͨ -F.POEFͷಛ௃

+BWBจ๏ 4QSJOHCPPU "[VSFʁ ݸਓͰͷֶश ͬ͞ͺΓ Θ͔Βͳ͍ যΓ ΄͔ͷνʔϜ͸ ͳΜ͔࡞ͬͯΔɻɻ ݱ࣮͸ɻɻɻ

͜ͷ··͡Ό ࣌ؒͷແବɻɻɻ

ϞϒϫʔΫΛ͸͡Ίͨ

㾎໰୊ूΛͭͷ1$Ͱ  ղ͍ͨ 㾎Ϳ͔ͭͬͨ՝୊ʹ΋  օͰऔΓ૊Μͩ

΍ͬͯؾ͍ͮͨ೉͠͞ ෛՙͷूத

ߴ଎Ͱվળ ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU

ͦͷ݁Ռ ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU ˠۉ౳ͳෛՙ

ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU ˠۉ౳ͳෛՙ ΍ͬͯؾ͍ͮͨ೉͠͞ ৺ཧత҆શੑ͕௿͍

ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU ˠۉ౳ͳෛՙ ৺ཧత҆શੑ͕௿͍ ˠझຯެ։εϐʔν ߴ଎Ͱվળ

ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU ˠۉ౳ͳෛՙ ৺ཧత҆શੑ͕௿͍ ˠझຯެ։εϐʔν ˠҙ֎ͳҰ໘͕਌͠Έʹ ͦͷ݁Ռ

ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU ˠۉ౳ͳෛՙ ΍ͬͯؾ͍ͮͨ೉͠͞ ৺ཧత҆શੑ͕௿͍ ˠझຯެ։εϐʔν ˠҙ֎ͳҰ໘͕਌͠Έʹ ࿩͠߹͍͕௕͍

ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU ˠۉ౳ͳෛՙ ৺ཧత҆શੑ͕௿͍ ˠझຯެ։εϐʔν ˠҙ֎ͳҰ໘͕਌͠Έʹ ࿩͠߹͍͕௕͍ ˠ࣌ؒΛ۠੾Δ ߴ଎Ͱվળ

ෛՙͷूத ˠׂ࣌ؒɺ෼4QSJOU ˠۉ౳ͳෛՙ ৺ཧత҆શੑ͕௿͍ ˠझຯެ։εϐʔν ˠҙ֎ͳҰ໘͕਌͠Έʹ ࿩͠߹͍͕௕͍ ˠ࣌ؒΛ۠੾Δ ˠٞ࿦͕ԣಓʹҳΕʹ͘͘ ͦͷ݁Ռ

ϞϒϫʔΫͰͲ͏ͳͬͨ 㾎ਓͰ΍ΔΑΓ΋ޮ཰త 㾎ΈΜͳͷཧղ౓͕ಉ͡ 㾎ੵΈ্͛ࣜ

ղܾ͠ͳ͍໰୊͕ɻɻ

࿩͠߹͍͕௕͍໰୊ ཧ૝ νʔϜօ͕࡞Γ͍ͨ ͱࢥ͑ΔϓϩμΫτ

࿩͠߹͍͕௕͍໰୊ ݱ࣮ ࣗ৴͕ͳ͍ ˠऴΘΓͷͳ͍ٞ࿦

࿩͠߹͍͕௕͍໰୊ ݱ࣮ ΈΜͳ͕ೲಘͰ͖ΔূڌΛݟ͚͍ͭͨ ࣗ৴͕ͳ͍ ˠऴΘΓͷͳ͍ٞ࿦

ϢʔβʔΠϯλϏϡʔΛ͸͡Ίͨ

ຖ೔࣮ࢪ ਓ෼ʙ࣌ؒ Ԇ΂ਓ ✓Ξϯέʔτ ✓ΠϯλϏϡʔ ✓Ϣʔβʔςετ ✓ϢʔβʔετʔϦʔϚοϐϯά

ຖճํ޲ੑ͕ͿΕΔ ΍ͬͯؾ͍ͮͨ೉͠͞

ຖճํ޲ੑ͕ͿΕΔ ˠΠϯλϏϡʔͷ࢖͍෼͚ ߴ଎Ͱվળ

ຖճํ޲ੑ͕ͿΕΔ ˠΠϯλϏϡʔͷ࢖͍෼͚ ˠਊͷ͋ΔϓϩμΫτͮ͘Γ ͦͷ݁Ռ

ຖճํ޲ੑ͕ͿΕΔ ˠΠϯλϏϡʔͷ࢖͍෼͚ ˠਊͷ͋ΔϓϩμΫτͮ͘Γ ΍ͬͯؾ͍ͮͨ೉͠͞ ϢʔβʔΛ༠ಋͯ͠͠·͏

ຖճํ޲ੑ͕ͿΕΔ ˠΠϯλϏϡʔͷ࢖͍෼͚ ˠਊͷ͋ΔϓϩμΫτͮ͘Γ ϢʔβʔΛ༠ಋͯ͠͠·͏ ˠҙݟͷ֬ೝͰ͸ͳ͘ߦಈΛ؍࡯ ߴ଎Ͱվળ

ຖճํ޲ੑ͕ͿΕΔ ˠΠϯλϏϡʔͷ࢖͍෼͚ ˠਊͷ͋ΔϓϩμΫτͮ͘Γ ϢʔβʔΛ༠ಋͯ͠͠·͏ ˠҙݟͷ֬ೝͰ͸ͳ͘ߦಈΛ؍࡯ ˠ৽ͨͳؾ͖ͮ ͦͷ݁Ռ

ϢʔβʔΠϯλϏϡʔͰͲ͏ͳͬͨ 㾎νʔϜͷҙݟ͕·ͱ·ͬͨ 㾎Ϣʔβʔ͕تͿ͜ͱΛ  ͙͢೺Ѳͯ͠ɺͦΕΛ൓ө ϓϩμΫτʹࣗ৴Λ࣋ͭ͜ͱ͕Ͱ͖ͨ

ϞϒϫʔΫ Ϣʔβʔ ΠϯλϏϡʔ ·ͱΊ

࠷ˍߴͷϓϩμΫτ

ֶͼ͕ઈ͑ͳ͍࠷ˍߴͷνʔϜ ͳΜͰ΋΍ͬͯΈͯ ͔ͦ͜Βૉૣ͘վળ

͍͔͕Ͱͨ͠Ͱ͠ΐ͏͔ʁ

σϞσΠ౰೔ͷدͤΒΕͨϑΟʔυόοΫ

਺ϲ݄લʹϓϩάϥϛϯάΛ࢝Ίͨ൴Β͕ɺ ϓϥΫςΟεΛ౰ͨΓલͷΑ͏ʹ࢖͍͜ͳ͠ɺ νʔϜͱ࢓ࣄͷϋοΫΛ܁Γฦ͠ͳ͕Βɺ ૉ੖Β͍͠ಈ͘ϓϩμΫτΛͭ͘Γ͋͛ͯɺ Ϗδωεϝϯόʔʹڻ͖ͱײಈΛ༩͑ͨ ݚमͷ݁ՌͲ͏ͳ͔ͬͨ

34(5 U ઓಆྗ 34(5 34(5 ੒௕ͷՃ଎౓ ൴Βͷ੒௕ۂઢ

ݚम͔ͩΒɺָఱ͞Μ͔ͩΒͰ͖ͨΜͰ͠ΐ ͜͏͍͏ײ૝͕ු͔ΜͰ͘Δؾ࣋ͪ΋Θ͔Δ ࣮ࡍʹϏδωεΛ·Θ͢ͱҧ͏ΜͩΑ ͏ͪͷ؀ڥͰ͸੍໿͕ଟͯ͘ʜ Θ͔Βͳ͍͚Ͳ

ࠓ೔࿩͢͜ͱ ൴Βͷl੒௕ͷՃ଎౓zΛײͨ࣌͡ʹɺ զʑ͸͔ͦ͜ΒԿΛֶͿ΂͖͔ ͔ͦ͜ΒԿΛֶͿ΂͖͔ʹ͍ͭͯɺҰॹʹߟ͍͖͑ͯ·͠ΐ͏

6OMFBSO 1IPUPCZ-BDJF4MF[BLPO6OTQMBTI

ֶशغ٫ɺֶशΛࣺͯΔ 6OMFBSOͱ͸

l/PEJGGFSFOU 0OMZEJGGFSFOUJOZPVSNJOE :PVNVTUVOMFBSO XIBUZPVIBWFMFBSOFEz :0%" 1IPUPCZ+BO4-PO'MJDLS

㾎ཧ࿦ΑΓܦݧ 㾎ֶशغ٫Ͱ͖ͣ 㱺աڈͷউརܦݧΛڧ͘Ҿ͖ͣΔ ɹ཮܉ɿനฌઓ ɹւ܉ɿ؋ୂઓ 㱺աڈͷܦݧ͕௨༻͠ͳ͍ͱ͜ΖͰ  ɹࣗݾ൱ఆͰ͖ͳ͔ͬͨɺ  ɹཧ࿦͔Βֶ΂ͳ͔ͬͨ

ֶशغ٫ɺֶशΛࣺͯΔ 6OMFBSOͱ͸ ֶͼ΄͙͠

lઓલɺࢲ͸χϡʔϤʔΫͰϔϨϯɾέϥʔʹ ձͬͨɻࢲ͕େֶੜͰ͋Δ͜ͱΛ஌Δͱɺ ʮࢲ͸େֶͰͨ͘͞Μͷ͜ͱΛ·ͳΜ͕ͩɺ ͦͷ͋ͱͨ͘͞Μɺ·ͳͼ΄͙͞ͳ͚Ε͹ ͳΒͳ͔ͬͨʯͱ͍ͬͨɻz ௽ݟढ़ี

1IPUPCZ/ZOOF4DISEFSPO6OTQMBTI ֶͼ΄͙͠

IUUQTLZZLEIBUFOBCMPHDPNFOUSZ

-FBSO 6OMFBSO 3FMFBSO 6OMFBSOͱ͸ ֶशغ٫ʢڱٛͷ6OMFBSOʣ ֶͼ΄͙͠ʢ޿ٛͷ6OMFBSOʣ

-FBSO 6OMFBSO 3FMFBSO Ҏ߱͸ʮ6OMFBSOʹֶͼ΄͙͠ʯͰ࿩͠·͢ ֶͼ΄͙͠ʢ޿ٛͷ6OMFBSOʣ

34(5 U ઓಆྗ 34(5 34(5 ൴Βͷ੒௕ͷՃ଎౓͔ΒԿΛֶ΅͏͔

ͨͩ-FBSOΛੵΈॏͶ͚ͯͩͰͳ͘ ͨ͘͞Μͷ6OMFBSOΛ܁Γฦ͍ͯ͠Δ

ܦݧ͍ͯ͠ͳ͍ͱ͍͏ڧΈ 1IPUPCZ#FO8IJUFPO6OTQMBTI

6OMFBSOʹඞཁͳϝϯλϧϞσϧ ͱΓ͋͑ͣ΍ͬͯΈΑ͏ 㱺΍Δ͔͠ͳ͍ঢ়ଶʹ͍Δ ৽͍͠Πϯϓοτ

6OMFBSOʹඞཁͳϝϯλϧϞσϧ ͱΓ͋͑ͣ΍ͬͯΈΑ͏ ม͑ͯΑ͏ ͬͪ͜ʹͯ͠ΈΑ͏ 㱺ࣺͯΔ΋ͷ͕খ͍͞ 㱺΍Δ͔͠ͳ͍ঢ়ଶʹ͍Δ ৽͍͠Πϯϓοτ ͏·͍͔͘ͳ͔ͬͨ

4PVSDF8JLJQFEJB զʑʹ͸ੵΈ্ֶ͛ͨͼ͕͋Δ

ܦݧΛੵΜͩ࣌ʹؕΓ͕ͪͳϝϯλϧϞσϧ ˓˓͕೉ͦ͠͏͔ͩΒ ΍Βͳ͍ ৽͍͠Πϯϓοτ 㱺΍Βͳ͍ཧ༝Λ୳ͯ͠͠·͏

ܦݧΛੵΜͩ࣌ʹؕΓ͕ͪͳϝϯλϧϞσϧ ˓˓͕೉ͦ͠͏͔ͩΒ ΍Βͳ͍ Ͳ͏ʹ͔͏·͍͔ͤ͘Α͏ ৽͍͠Πϯϓοτ ͏·͍͔͘ͳ͔ͬͨ 㱺ੵΈ্͛ͨ΋ͷ͕͋ΔͷͰɺ  ɹͲ͏ʹ͔͢Δ͜ͱΛ༏ઌ͢Δ 㱺΍Βͳ͍ཧ༝Λ୳ͯ͠͠·͏

4PVSDF8JLJQFEJB ੵΈ্͛ͨ΋ͷ͕अຐΛ͢Δ ੒௕ʹΩϟοϓ͕͔͔ͬͯ͠·͏

δϟϯϓΞοϓ͸Ͱ͖ͳ͍ ݎ࣮ʹาาੵΈॏͶ͍͔ͯ͘͠ͳ͍ ͜Ε·ͰͷߨԋͰΑ͘࿩͍ͯͨ͜͠ͱ

ड͚ೖΕͳ͚Ε͹͍͚ͳ͍ࣄ࣮ ֶशΛੵΈॏͶΔ͜ͱͰ੒௕͸ಷԽ͢Δ 㱺ͨͩੵΈ্͛Ε͹͍͍ͱ͍͏ࢥߟఀࢭΛ͍ͯͨ͠ 㱺ؒҧ͍ͬͯͨΘ͚Ͱ͸ͳ͍͚ΕͲɺ  ɹ΋ͬͱ͏·͘΍Δํ๏͕͋Δͷ͔΋͠Εͳ͍

طʹֶΜͰ͠·͍ͬͯΔࢲୡ͕ɺ 6OMFBSO͢ΔͨΊʹ͸Ͳ͏ͨ͠ΒΑ͍ͷ͔

௚ۙͰ6OMFBSOΛܦݧ͍ͯͨ͠

εΫϥϜ εϓϦϯτ 91 IPHFIPHF 5%% ֶशΛੵΈ্͛Δ 'PP#BS

εΫϥϜ εϓϦϯτ 91 IPHFIPHF 5%% ͜Ε·ͰͳΒ͜͏͍ͯͨ͠͸ͣ 'PP#BS Ϟϒϓϩάϥϛϯά

Ϟϒϓϩάϥϛϯά ͜Ε·ͰͷܦݧΛ6OMFBSOͯ͠ɺ ϞϒϓϩάϥϛϯάΛ࢝Ίͨ

EBZ4QSJOU ,BOCBO ޙ͔ΒੵΜͰ͍͘ Ϟϒϓϩάϥϛϯά νʔϜϨτϩεϖΫςΟϒ

1IPUPCZ/ZOOF4DISEFSPO6OTQMBTI ֶͼ΄͙͠ ͱ͍͏ΑΓ΋ʜ

1IPUPCZ3BOEZ'BUIPO6OTQMBTI ֶशͷ࠶ߏங

1IPUPCZ3JDL.BTPOPO6OTQMBTI 6OMFBSOͯ͠΋๨ΕΔΘ͚Ͱ͸ͳ͍ લΑΓ΋ૣ͘ɺલΑΓ΋ΩϨΠʹ  ੵΉ͜ͱ͕Ͱ͖Δ

㾎ιʔείʔυΛࣺͯΔ 㾎ΞʔΩςΫνϟΛมߋ͢Δ  FUDʜ 6OMFBSO͢Δ͜ͱʹ׳Ε͍ͯͨ

ઓུతʹ6OMFBSO͢Δ

6OMFBSOʹ͍ͭͯ࿩͢ 6OMFBSO͢Δ͜ͱΛܾΊΔ

,FFQ 1SPCMFN 5SZ 6OMFBSO

㾎εΫϥϜ 㾎ϑϩϯτΤϯυͷϑϨʔϜϫʔΫ 㾎৬৔ νʔϜ͕࣍ʹ6OMFBSOͯ͠Έ͍ͨ͜ͱ

ੵΈॏͶ͍ͯ͘׆ಈ 㾎Ϗδωε׆ಈ 㾎ϓϩμΫτͮ͘Γ ྆ํڞɺඞཁͳ׆ಈͰ͋Δ 6OMFBSO͍ͯ͘͠׆ಈ 㾎ඇϏδωε׆ಈ 㾎࣮ݧɺֶश

ผͷαΠΫϧͰ·Θ͢ ੵΈॏͶ͍ͯ͘׆ಈ 6OMFBSO͢Δ׆ಈ 6OMFBSO͢Δ׆ಈ ੵΈॏͶ͍ͯ͘׆ಈ

㾎ֶशΛੵͶΔ͜ͱͰ੒௕͸ಷԽ͢Δ 㾎੒௕ͷՃ଎౓ΛอͭͨΊʹ͸ɺ  6OMFBSO͢Δඞཁ͕͋Δ 㾎ઓུతʹ6OMFBSOΛ૊ΈࠐΜͰ͍͘ ·ͱΊ

Ճ଎౓Λײ͡Δૉ੖Β͍͠৔

Α͍6OMFBSOΛʂ ࢲ͸ɺࢲͨͪ͸ɺ ͜͜ʹ͍Δશһʹ੒௕ͷՃ଎౓Ͱ ෛ͚ͳ͍Α͏ʹࠓ೥΋͕Μ͹Γ·͢ɻ

学習する／Unlearnするチームへ #RSGT2019 / Learning and Unl...

学習する／Unlearnするチームへ #RSGT2019 / Learning and Unlearning Team

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