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文献紹介: 日本語学習者の作文における 誤用タイプの階層的アノテーションに基づく機械学習による...
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Yumeto Inaoka
February 23, 2017
Technology
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文献紹介: 日本語学習者の作文における 誤用タイプの階層的アノテーションに基づく機械学習による自動分類
2017/02/23の文献紹介で発表
Yumeto Inaoka
February 23, 2017
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Transcript
ຊޠֶशऀͷ࡞จʹ͓͚Δ ޡ༻λΠϓͷ֊తΞϊςʔγϣϯ ʹجͮ͘ػցֶशʹΑΔࣗಈྨ จݙհ ࣗવݴޠॲཧݚڀࣨɹҴԬເਓ େࢁߒඒ খொक দຊ༟࣏
ݴޠॲཧֶձ 7PM /P QQ
֓ཁ ˗ /"*45ޡ༻ίʔύεͷ࡞ ˗ ্هίʔύεʹΑΔޡ༻λΠϓͷࣗಈྨ ˠ࣮༻ʹת͑͏Δద߹ ׂఔ ͷ࣮ݱ ˗ ޡ༻λΠϓʹ֊ߏΛར༻ͨ͠ྨ
ˠྨਫ਼͕ϙΠϯτ্ ˗ ฤूڑͱஔ֬Λ৽ͨʹૉੑͱͯ͠ར༻ ˠྨਫ਼͕ϙΠϯτ্
എܠ ˗ ݴޠֶशऀίʔύεͷௐࠪݚڀͷར༻ ˗ ֶशऀͷ࡞จΛޡ༻λΠϓผʹͯ͠׆༻͍ͨ͠ ˗ େنͳίʔύεΛਓखͰྨ͢Δͷࠔ 㱺ػցֶशΛ༻͍ͨޡ༻จͷޡ༻λΠϓผͷྨ
/"*45ޡ༻ίʔύεͷ࡞ ˗ ࠃཱࠃޠݚڀॴͷ࡞จର༁%#ͷλά͚ ˗ ఴΛมߋͤͣʹޡ༻λάΛΞϊςʔγϣϯ ˗ શޡ༻λΠϓछΛ֊తʹఆٛ ˗ ୈ֊छɺ͏ͪछΛબ
ޡ༻λάͷΞϊςʔγϣϯ TͦΕͰɼHPZPUZQFlTFNzUZQFlOPULKz DSSlৗʹz·͍ʹͪHPZP͕͍͘͜ͷ͑Μ͡ΐ͕ ͍Γ·͢ɽT ˗ ޡ༻ՕॴʹHPZPλάΛઃ͚Δ ˗ ਖ਼༻ՕॴΛDSSଐੑͰࢦఆ ˗ ޡ༻λΠϓΛUZQFଐੑͰࢦఆ
ޡ༻λΠϓͷྨ ˗ ୈஈ֊Ͱʮෆʯʮ༨ʯ ʮஔʯʹྨ ˗ ʮஔʯͰʮจ๏తޡ༻ʯ ʮޠኮతޡ༻ʯʹྨ ˗ ʮ\จ๏ ޠኮ^తޡ༻ʯͷ
ͦΕͧΕͰྨ
࣮ݧํ๏ ˗ /"*45ޡ༻ίʔύε͔Βͷ ࣄྫʹΑΔ ׂަࠩݕఆ ˗ จʹผʑͷޡ༻͕ݸҎ্͋Δ߹ ޡ༻ʹ͖ͭࣄྫ ˗ ޡ༻λΠϓΛ֊ߏԽͨ͠߹ͱ
͠ͳ͔ͬͨ߹ͷ྆ํͰ࣮ݧ
࣮ݧͷྲྀΕ ˗ ޡ༻ՕॴY ਖ਼༻ՕॴZ ޡ༻λΠϓUͷͭͷ ϥϕϧ Y Z U ΛऔΓग़͢
˗ ࣄྫ͝ͱʹૉੑΛ༩ ˗ ࠷େΤϯτϩϐʔ๏Λ༻͍ͯଟΫϥεྨ
ૉੑ
ฤूڑ ˗ ͭͷจࣈྻͷҧ͍Λࣔ͢ڑ ˗ จࣈͷૠೖɾআɾஔΛ࠷খͰԿճߦ͑ Ұํ͔Β͏ҰํͷจࣈྻʹͳΔ͔ ˗ ྫ LJUUFOͱTJUUJOH LJUUFOˠTJUUFOˠTJUUJOˠTJUUJOH
ճͷखॱͰग़དྷΔͷͰฤूڑ
ஔ֬ ˗ ޡ༻ஔ֬ ޡ༻ͲͷΑ͏ʹగਖ਼͞Ε͍ͯΔ͔ ˗ ਖ਼༻ஔ֬ ਖ਼༻จͲͷΑ͏ͳޡ༻͔Βగਖ਼͞Ε͍ͯΔ͔
ධՁई
࣮ݧ݁Ռ ֊ߏ
࣮ݧ݁Ռ ֊ߏ ϙΠϯτ
࣮ݧ݁Ռ ֊ߏ
࣮ݧ݁Ռ ֊ߏ
࣮ݧ݁Ռ ֊ߏ ࣄྫ ࣄྫ ࣄྫ
࣮ݧ݁Ռ ฤूڑɾஔ֬
࣮ݧ݁Ռ ฤूڑɾஔ֬ ϙΠϯτ
࣮ݧ݁Ռ ฤूڑɾஔ֬ ϙΠϯτ
࣮ݧ݁Ռ ฤूڑɾஔ֬ ϙΠϯτ
࣮ݧ݁Ռ ֊ຖ
ฤूڑૉੑʹΑΔੑೳ্ ˗ ޠኮબɿࣈˠࣈɹඇࣈˠࣈ ˗ දهɿฏԾ໊ˠࣈ ˗ ༨ɿจࣈྻ͕͍ͷˠ㱵
ஔ֬ʹΑΔੑೳ্ ˗ ಈࢺɿϕʔεϥΠϯ ฤूڑͰ ɹɹɹจମʹྨ͞ΕΔͷ ˗ ෆɿϕʔεϥΠϯ ฤूڑͰ ɹɹɹॿࢺʹྨ͞ΕΔͷ
จ຺ͱੑೳͷؔ ˗ จ຺ͷ֦େੑೳ্ʹͭͳ͕Βͳ͍ ˗ จ຺ใޡ༻λΠϓྨʹෆཁͳՄೳੑ ˗ ޡ༻෦ͷपลܗଶૉղੳ͕ࣦഊ͍͢͠ ˗ ݴޠֶशऀͷ࡞จܗଶૉղੳ͕ࠔ
·ͱΊ ˗ ຊޠֶशऀͷޡ༻λά͖ίʔύε ʮ/"*45ޡ༻ίʔύεʯͷ࡞Λߦͬͨ ˗ ޡ༻λΠϓྨΛ֊ߏʹͯ͠ྨੑೳͷ ্Λਤͬͨ ˗ ֦ுૉੑͱͯ͠ฤूڑͱஔ֬ΛՃ͠ ྨੑೳΛ্ͤͨ͞
˗ ॳͷޡ༻λΠϓࣗಈྨثʹ͓͍࣮ͯ༻తͳ ਫ਼Λୡͨ͠