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Encoder-Decoder にもとづく材料名の正規化/ingredient-normalization-based-on-encoder-decoder

558ffd4e5cf6c95e60c91333677b93c4?s=47 j.harashima
November 16, 2017
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5.5k

Encoder-Decoder にもとづく材料名の正規化/ingredient-normalization-based-on-encoder-decoder

558ffd4e5cf6c95e60c91333677b93c4?s=128

j.harashima

November 16, 2017
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Transcript

  1. &ODPEFS%FDPEFSʹ΋ͱͮ͘ࡐྉ໊ͷਖ਼نԽ ΫοΫύουגࣜձࣾݚڀ։ൃ෦ ݪౡ७

  2. ࣗݾ঺հ

  3. ೥݄ ೥݄ ژ౎େֶࠇڮɾՏݪݚڀࣨ഑ଐ ΫοΫύουೖࣾ ೥݄ ݚڀ։ൃ෦໳ʢ৽ઃʣ഑ଐ ത࢜ʢ৘ใֶʣऔಘ ೥݄ ৘ใݕࡧɾจॻཁ໿ ɾಉٛදݱͷ֫ಘʢ*+$/-1ʣ

    ɾݕࡧ݁Ռͷཁ໿ʢ/-1*9ʣ ɾݕࡧ݁ՌͷϦϥϯΩϯάʢ*+$/-1ʣ ɾ೔ຊޠจͷѹॖʢ$0-*/(ʣ αʔϏε։ൃ෦໳ ྉཧ৘ใॲཧ ɾϨγϐίʔύεͷߏஙʢ-3&$ʣ ɾϨγϐͷ຋༁ʢ8"5ʣ ɾϨγϐը૾σʔληοτͷߏஙʢ4*(*3ʣ ɾखॱը૾ͷղੳʢ$&"ʣ ݪౡ७

  4. ݚڀ։ൃ෦

  5. ࣾ಺֎ͷ࠷৽ͷݚڀ੒Ռʹ΋ͱͮ͘αʔϏεͷاըͱ։ൃ ྉཧʹؔ͢Δ͋ΒΏΔݚڀ੒ՌʢFHػցֶशɺ*P5ɺՈిɺ৯จԽɺʜʣ ໾ׂɾ੹೚ൣғ

  6. ʢ໊ʣ ໊ʢʣ ໊ʢʣ 3FTFBSDIFS &OHJOFFS "OOPUBUPS ϝϯόʔ

  7. αʔϏε

  8. ίϯϖςΟγϣϯ

  9. ࿦จ

  10. ࡐྉ໊ͷਖ਼نԽ

  11. None

  12. จࣈ௨Γɺࡐྉͷ໊લ ɾࡐྉʹ໊લʴ෼ྔ ϢʔβʹΑΔࣗ༝هड़ ɾಛʹ੍໿͸ઃ͚͍ͯͳ͍ʢઃ͚ͨ͘ͳ͍ʣ όϦΤʔγϣϯ͕େ͖͍ ɾΫοΫύουશମͰ਺ඦສछྨ ࡐྉ໊

  13. ελοϑ͔Βཁ๬ଟ਺ ɾFHϨγϐͷΧϩϦʔܭࢉʹඞਢ ਖ਼نԽͷχʔζ ˑে༉ ˗ে༉ ͠ΐ͏Ώ ˎে༉ ˔͠ΐ͏Ώ ে༉ ˔͠ΐ͏ΏʢݮԘে༉͸ࣦഊ͞ΕΔํ΋ʣ

    ˓ে༉ɹ ɾে༉ ে༉ ˑ͠ΐ͏༉ ͓޷ΈͰ  ͓͠ΐ͏Ώ ͓ে༉ γϣ΢Ϣ ḛ༉ Φγϣ΢Ϣ Φে༉ γϣ΢༉ ਖ਼༉ ೱޱ͠ΐ͏Ώ ̋ে༉ ˒ে༉ ˑೱޱে༉ ˑ͠ΐ͏Ώ ʮ͠ΐ͏ΏʯͷόϦΤʔγϣϯ ˕͠ΐ͏Ώ ˔ে༉ ὑೱޱে༉ ˒͠ΐ͏Ώ ˓͠ΐ͏Ώ ˎ͠ΐ͏༉ ˕ে༉ ɹ˒ে༉ ˕ೱ͍ޱে༉ ᴹে༉ ͠ΐ͏༉ ʜ શ෦ʹΧϩϦʔΛొ࿥͢Δͷ͸ͪΐͬͱʜɻ શ෦ʮ͠ΐ͏Ώʯͬͯ෼͔Βͳ͍ͷʁ

  14. $IBSBDUFSCBTFE&ODPEFS%FDPEFS ։ൃ؀ڥʹQYMBSHFɺϑϨʔϜϫʔΫʹ$IBJOFSΛར༻ ɾ&ODPEFSͱ%FDPEFS͸6OJEJSFDUJPOBM-45.ʢ૚ʣ ɾ#JEJSFDUJPOBM-45.΍"UUFOUJPO͸ޮՌͳ͠ʢܥྻ͕୹͍͔Βʁʣ ೖྗΛϨγϐதͷࡐྉ໊ɺग़ྗΛਖ਼نԽ͞Εͨࡐྉ໊ͱ͢Δ&ODPEFS%FDPEFSΛֶश ɾී௨ͷ&ODPEFS%FDPEFSͱҧͬͯɺ୯ޠϕʔεͰ͸ͳ͘จࣈϕʔε ˒ ে ༉ ΐ

    ͠ ͏ Ώ &08 &08 ΐ ͠ ͏ Ώ

  15. γεςϜͷશମ૾ BMMJOGP 13 NFSHF JNBHF JOHSFEJFOUJOGP UBSHFUOBNFT QVMM EPXOMPBE VQMPBE

    JOTUBMM DPQZ DPQZ JOTFSU TFMFDU JOTFSU ਖ਼ղσʔλऩू Ϟσϧ։ൃ όον࣮ߦ JOTFSU OPSNBMJ[BUJPOJOGP VOMPBE TFMFDU

  16. ࣮ݧ σʔλ ɾ܇࿅σʔλɿɹ ݸ ɾݕূσʔλɿɹ ݸ ɾςετσʔλɿ ݸ ධՁई౓ ɾਖ਼౴཰ʢਖ਼ղͱͷ׬શҰக཰ʣ

  17. ݁Ռ ख๏ ਖ਼౴཰ #BTFMJOF"ʢมߋͳ͠ʣ  #BTFMJOF#ʢਖ਼نදݱʣ  &ODPEFS%FDPEFS  #BTFMJOF"

    ɾೖྗΛͦͷ··ग़ྗ #BTFMJOF# ɾਖ਼نදݱͰɺ๯಄ͷه߸ͱ຤ඌͷׅހදݱΛೖྗ͔Β࡟আ &ODPEFS%FDPEFS ɾઌఔ·Ͱઆ໌͍ͯͨ͠ख๏

  18. ಉٛදݱܥͷਖ਼نԽ ɾFHࡩΤϏˠαΫϥΤϏ ෇ଐදݱܥͷਖ਼نԽ ɾFH˞ڇೕˠڇೕ ෳ߹తͳਖ਼نԽ ɾFHˑϩʔϦΤˠ݄ܡथ ੒ޭྫ

  19. ଘࡏ͑͠ͳ͍จࣈྻΛग़ྗ ɾFH͜Ί༉ˠίʔ༉ʢਖ਼ղ͸ʮถ༉ʯʣ ɾ͜ΕΒͷจࣈྻΛআ֎͢Δͱ ೖྗͱແؔ܎ͷจࣈྻΛग़ྗ ɾFHτʔϞϩίγˠͱΖΖ͜ΜͿʢਖ਼ղ͸ʮͱ͏΋Ζ͜͠ʯʣ ɾೖྗͱͷྨࣅ౓ͰϦϥϯΩϯά͢Δͱ ͦͷଞ ɾFHܡൽˠγφϞϯ ɾ஍ಓʹֶशσʔλΛ௥Ճʢࠓޙͷ՝୊ʣ ࣦഊྫ

  20. ·ͱΊ

  21. ࡐྉ໊ͷਖ਼نԽ ࡐྉ໊ ɾόϦΤʔγϣϯ͕େ͖͍ʢΫοΫύουશମͰ਺ඦສʣ &ODPEFS%FDPEFSͰਖ਼نԽ ɾී௨ͷ࢖͍ํͱҧͬͯɺจࣈϕʔε ࣮ݧ݁Ռ ɾϕʔεϥΠϯΑΓ໌Β͔ʹߴ͍ਫ਼౓ʢʣ ࠓޙͷ՝୊ ɾਖ਼ղσʔλͷ֦ॆ

  22. 8F`SFIJSJOH ϦαʔνΤϯδχΞ ɾػցֶशϞσϧͷߏஙʢFH$//౳ʹΑΔը૾ೝࣝϞσϧͷߏஙʣ ɾݚڀ։ൃج൫ͷߏஙʢFHϞσϧͷσϓϩΠϑϩʔͷઃܭʣ ɾ֤छσόΠεʹ͓͚ΔϓϩτλΠϐϯάʢFHεϚʔτεϐʔΧʔͷݕূʣ ݚڀһ ɾ৘ใ෼໺ͷݚڀʢFHϨγϐͷղੳ΍ݕࡧʹؔ͢Δ࿦จࣥචʣ ɾ࠷৽ٕज़ͷௐࠪʢFHؔ࿈ֶձͰͷ৘ใऩूʣ ɾݚڀ੒Ռͷൃ৴ʢFHؔ࿈ֶձͰͷ࿦จൃදʣ Έͳ͞·ͷΤϯτϦʔΛ͓଴͍ͪͯ͠·͢

    IUUQTDPPLQBEKPCT