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ACL精神医療論文まとめ 8min LT

uchi_k
November 02, 2019

ACL精神医療論文まとめ 8min LT

uchi_k

November 02, 2019
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  1. 8min LT: What Makes a Good Counselor? Learning to Distinguish

    between High-quality and Low-quality Counseling Conversations ΄͔
  2. Uchihashi Kenshi uchi_k @wednesdaymuse About me •yuni, inc. •Freelance Machine

    Learning Engineer / Researcher •xpaper.challenge ӡӦ •former ະ౿ ژେ৘ใӃ ੴҪݚڀࣨ
  3. 'JHVSBUJWF6TBHF%FUFDUJPOPG4ZNQUPN8PSET UP*NQSPWF1FSTPOBM)FBMUI.FOUJPO%FUFDUJPO #Personal Health Mention Detection "$- "EJUI*ZFS $4*30%BUB "EJUZB+PTIJ

    4BSWOB[,BSJNJ 3PTT4QBSLT $FDJMF1BSJT DJUBUJPOT ݸਓͷ݈߁ঢ়ଶʹؔ͢ΔݴٴΛݕ஌͢ΔλεΫʢ1).EFUFDUJPOʣΛ $//CBTFEͳख๏Ͱղ͘͜ͱͰ4P5"Λୡ੒ 1FSTPOBM)FBMUI.FOUJPO 1.) %FUFDUJPOͱ͸ɺຊ ਓ΋͘͠͸஌ਓ͕঱ঢ়΍݈߁ঢ়ଶΛܦݧ͍ͯ͠Δ͔Ͳ͏͔Λ ݕ஌͢ΔλεΫ ʮே͔Β֏͕ग़Δʯ͸1).͕ͩɺʮिؒҎ্ͷ֏͸͕Μ ͷةݥੑ͕͋Γ·͢ʯ͸Ұൠతͳ֏ʹؔ͢Δ৘ใͰ͋ͬͯ 1).Ͱ͸ͳ͍ ݸਓͷ݈߁ঢ়ଶʹؔ͢ΔݴٴΛਖ਼֬ʹநग़͢Δ͜ͱͰɺපؾ ͷྲྀߦͷஹީ΍ҩྍਪનͳͲʹܨ͛ΒΕΔ
  4. 8IBU.BLFTB(PPE$PVOTFMPS -FBSOJOHUP%JTUJOHVJTICFUXFFO )JHIRVBMJUZBOE-PXRVBMJUZ$PVOTFMJOH$POWFSTBUJPOT #Conversation Analysis "$- 7FSPOJDB1FSF[3PTBT 6OJWFSTJUZPG.JDIJHBO FUBM Χ΢ϯηϦϯάʹ͓͚Δձ࿩Ͱͷ૬ޓ࡞༻Λղੳ͢Δ͜ͱͰɺߴ඼࣭ͳ

    Χ΢ϯηϦϯάͷݴޠతಛ௃Λಋ͖ɺΧ΢ϯηϦϯάͷ࣭ΛධՁ͢ΔϞσϧΛ࡞੒ Χ΢ϯηϦϯά͸໔ڐͳͲ͕ͳͯ͘΋ՄೳͳͨΊɺ࣭ͷ௿Լ͕ࣾձతͳ໰୊ʹ ͳ͍ͬͯΔɻ࣭ͷߴ͍ɾ௿͍Χ΢ϯηϦϯάͷಛ௃Λಋ͖ɺͦΕΒΛϦΞϧλ ΠϜͰධՁͨ͠ΓΧ΢ϯηϥʔͷڭҭʹͭͳ͛Δ͜ͱͰ͜ͷ໰୊Λղܾ͍ͨ͠ Χ΢ϯηϦϯάྫɻ$͕ΫϥΠΞϯτͰ5͕Χ΢ϯηϥʔʢηϥϐετʣ
  5. #Dataset #Motivation Interviewing #Labeling .PUJWBUJPOBM*OUFSWJFXJOH .* ͱݺ͹ΕΔɺΧ΢ϯηϦϯά͕ ߦΘΕ͍ͯΔσʔλͷΈΛ:PV5VCFͳͲ͔Βऔಘ͠ɺखಈͰϥϕϦϯά Χ΢ϯηϦϯάͷ࣭ʹؔͯ͠͸ɺઌߦݚڀΛࢀߟʹධՁɻͬ͘͟Γݴ͏ ͱɺ

    8IBU.BLFTB(PPE$PVOTFMPS -FBSOJOHUP%JTUJOHVJTICFUXFFO)JHIRVBMJUZBOE-PXRVBMJUZ$PVOTFMJOH$POWFSTBUJPOT ʙ෼ఔ౓ͷΧ΢ϯηϦϯάಈըݸ͔Βɺݸͷߴ඼࣭ಈըͱ ͷ௿඼࣭ಈըʹϥϕϦϯά ձ࿩಺༰͸ਫ਼ਆෆௐɺېԎɺΞϧίʔϧɺༀ෺ɺμΠΤοτͳͲͷ݈߁τϐο ͕த৺ ࣭ͷߴ͍Χ΢ϯηϦϯά͸ϦϑϨΫγϣϯϦεχϯάʢฉ͖௚ͯ͠૬खͷ ߟ͑Λ੔ཧ͢Δํ๏࿦ʣɺ࣭໰ɺܾఆͷαϙʔτɺڠௐͳͲͷಛ௃͕͋Δ ࣭ͷ௿͍Χ΢ϯηϦϯά͸Ϧεχϯά͕࣌ؒ୹͘ൃ࿩͕࣌ؒ௕͍ɺΫϥΠ Ξϯτͱରཱ͢Δɺ૬खͷڐՄͳ͠ʹΞυόΠεΛ͢ΔͳͲͷಛ௃͕͋Δ
  6. #Method #Feature Extraction /HSBN୯ޠͱ୯ޠϖΞͷग़ݱස౓ 4FNBOUJD-*8$ 8PSE/FUΛ࢖ͬͨҙຯతΧςΰϦ෇༩ .FUBGFBUVSFΧ΢ϯηϥʔɾΫϥΠΞϯτͷൃ࿩਺ɺ୯ޠ਺ɺׂ߹౳ 4FOUJNFOUϙδωΨχϡʔτϥϧͷ൑ఆΛ͠ɺͦΕΒͷ਺΍ೖΕସΘΓ ස౓ɺ࣌ܥྻ৘ใ "MJHONFOU-4.

    -4$ಛ௃ 5PQJDTճؼ෼ੳͰಘΒΕͨҼࢠ͝ͱͷείΞ .*5*CFIBWJPSTϦϑϨΫγϣϯϦεχϯάͷׂ߹ 8IBU.BLFTB(PPE$PVOTFMPS -FBSOJOHUP%JTUJOHVJTICFUXFFO)JHIRVBMJUZBOE-PXRVBMJUZ$PVOTFMJOH$POWFSTBUJPOT ෳ਺ͷಛ௃Λఆٛ͠ɺ࣭ͷ༧ଌΛߦͬͨ