ACL精神医療論文まとめ 8min LT

Transcript

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. yuni, inc. Unity × Unique ɾਫ਼ਆͷෆௐΛධՁ͢Δͷ͕೉͍͠ ɾ΄ͱΜͲͷਓ͕࣏ྍʹߦ͘ඞཁ͕ͳ͍ͱզຫͯ͠͠·͏ ɾܧଓతͳ࣏ྍʹ͔͔Δҩྍඅ͕ඇৗʹߴֹ ͜ΕΒͷ՝୊ʹର͠σʔλʹΑΔղܾࡦΛఏࣔ͠ɺ ਫ਼ਆͷෆௐΛؾܰʹ૬ஊ͠ɺ௕ظతͳࢧԉ͕ड͚ΒΕΔ ϓϥοτϑΥʔϜΛఏڙ͢Δ
4. #Abstracts 'JHVSBUJWF
   6TBHF
   %FUFDUJPO
   PG
   4ZNQUPN
   8PSET
   UP
   *NQSPWF
   1FSTPOBM
   )FBMUI
   .FOUJPO
   %FUFDUJPO ༩͑ΒΕͨจষ͕ݸਓͷ݈߁ঢ়ଶʹؔ͢ΔݴٴͰ͋Δ͔൱͔Λ൑ఆ͢ Δ 8IBU
   .BLFT
   B
   (PPE
   $PVOTFMPS
   -FBSOJOH
   UP
   %JTUJOHVJTI
   CFUXFFO
   )JHIRVBMJUZ
   BOE
   -PXRVBMJUZ
   $PVOTFMJOH
   $POWFSTBUJPOT Χ΢ϯηϦϯάʹ͓͚Δձ࿩Ͱͷ૬ޓ࡞༻Λղੳ͢Δ͜ͱͰɺߴ඼࣭ ͳΧ΢ϯηϦϯάͷݴޠతಛ௃Λಋ͖ɺΧ΢ϯηϦϯάͷ࣭ΛධՁ͢ ΔϞσϧΛ࡞੒ͨ͠ 0CTFSWJOH
   %JBMPHVF
   JO
   5IFSBQZ
   $BUFHPSJ[JOH
   BOE
   'PSFDBTUJOH
   #FIBWJPSBM
   $PEFT ର࿩ʹΑͬͯಋ͔ΕΔߦಈΛϥϕϦϯά͠ɺ༧ଌϞσϧΛ࡞੒͢Δ͜ ͱͰɺΧ΢ϯηϥʔʹϦΞϧλΠϜͰΨΠμϯεΛఏڙ͢Δ
5. #Abstracts 5PXBSET
   "VUPNBUJOH
   )FBMUIDBSF
   2VFTUJPO
   "OTXFSJOH
   JO
   B
   /PJTZ
   .VMUJMJOHVBM
   -PX3FTPVSDF
   4FUUJOH ೆΞϑϦΧʹ͓͚ΔνϟοτϔϧεέΞʹ͓͍ͯɺճ౴ͷ৴པੑ͕௿ ͍ʢεϖϧϛεɺ಺༰͕͓͔͍͠ͳͲʣ͕͋ͬͨͷͰɺςϯϓϨʔτ Λࣄલ࡞੒͔ͦ͜͠Βબ୒ͯ͠΋Β͏ܗࣜʹ͢Δ͜ͱͰԠ౴଎౓ͱਖ਼ ֬ੑ͕େ͖͘޲্ͨ͠ ˞લऀ̎ͭʹ͍ͭͯɺλεΫͷ঺հϝΠϯͰബ͘޿͘঺հ͍͖ͯ͠·͢ɾɾɾʂ 'JOEJOH
   :PVS
   7PJDF
   5IF
   -JOHVJTUJD
   %FWFMPQNFOU
   PG
   .FOUBM
   )FBMUI
   $PVOTFMPST Χ΢ϯηϥʔͷ੒௕աఔΛɺݸਓ͕ܦݧʹج͍ͮͯݴޠߦಈΛมԽ͞ ͤΔఔ౓ΛఆྔԽ͢Δ͜ͱʹΑͬͯ௥੻Ͱ͖ΔΑ͏ʹ͠ɺൃలύλʔ ϯΛྨܕԽͨ͠
6. 'JHVSBUJWF
   6TBHF
   %FUFDUJPO
   PG
   4ZNQUPN
   8PSET
   
   UP
   *NQSPWF
   1FSTPOBM
   )FBMUI
   .FOUJPO
   %FUFDUJPO #Personal Health Mention Detection "$-
   
   "EJUI
   *ZFS $4*30
   %BUB
   "EJUZB
   +PTIJ
   4BSWOB[
   ,BSJNJ
   3PTT
   4QBSLT
   $FDJMF
   1BSJT
   
   DJUBUJPOT ݸਓͷ݈߁ঢ়ଶʹؔ͢ΔݴٴΛݕ஌͢ΔλεΫʢ1).
   EFUFDUJPOʣΛ
   
   $//CBTFE
   ͳख๏Ͱղ͘͜ͱͰ4P5"Λୡ੒ 1FSTPOBM
   )FBMUI
   .FOUJPO 1.)
   %FUFDUJPO
   ͱ͸ɺຊ ਓ΋͘͠͸஌ਓ͕঱ঢ়΍݈߁ঢ়ଶΛܦݧ͍ͯ͠Δ͔Ͳ͏͔Λ ݕ஌͢ΔλεΫ ʮே͔Β֏͕ग़Δʯ͸
   1).
   ͕ͩɺʮिؒҎ্ͷ֏͸͕Μ ͷةݥੑ͕͋Γ·͢ʯ͸Ұൠతͳ֏ʹؔ͢Δ৘ใͰ͋ͬͯ
   1).
   Ͱ͸ͳ͍ ݸਓͷ݈߁ঢ়ଶʹؔ͢ΔݴٴΛਖ਼֬ʹநग़͢Δ͜ͱͰɺපؾ ͷྲྀߦͷஹީ΍ҩྍਪનͳͲʹܨ͛ΒΕΔ
7. #Method #CNN 1JQFMJOF
   ͱ
   'FBUVSF
   "VHNFOUBUJPO
   ͷ̎ͭͷΞϓϩʔνΛఏҊɻ ൺᄻతදݱ͔൱͔Λݕ஌͢ΔϞδϡʔϧΛ௥Ճ͠ɺൺᄻతදݱͰͳ͍৔߹ ͷΈ
   1.)
   EFUFDUJPO
   Λߦ͏
   1JQFMJOF
   ΞϓϩʔνͱɺϞδϡʔϧͷग़ྗ Λಛ௃ͱͯ͠৞ΈࠐΉ
   'FBUVSF
   "VHNFOUBUJPO
   Ξϓϩʔνͷ̎ͭΛఏҊ 'JHVSBUJWF
   6TBHF
   %FUFDUJPO
   PG
   4ZNQUPN
   8PSET
   UP
   *NQSPWF
   1FSTPOBM
   )FBMUI
   .FOUJPO
   %FUFDUJPO pMUFST
   LFSOFMT 
   
   
   QPPM
   TJ[F
   ESPQPVU 
   
   
   CBUDI
   TJ[F
   FQPDIT
   "EBN
   ͷ
   $//
   ͕ϕʔεϥΠϯ
8. #Result #Figure 1JQFMJOF
   Ͱ͸ੑೳ޲্͕ݟΒΕͳ͔͕ͬͨɺ
   'FBU"VH
   ΞϓϩʔνͰ͸'஋ͷ޲্͕ݟΒΕͨ 8PSE
   FNCFEEJOH
   ख๏ΛछʢXPSEWFD
   (MP7F
   
   8PSE/FU
   .F4)
   ͳͲʣࢼ͠ɺͦͷฏۉ஋ͰධՁɻ'FBU"VH
   ͷΈͰ޲্ɻ 'JHVSBUJWF
   6TBHF
   %FUFDUJPO
   PG
   4ZNQUPN
   8PSET
   UP
   *NQSPWF
   1FSTPOBM
   )FBMUI
   .FOUJPO
   %FUFDUJPO ප໊͝ͱͷධՁͰ΋΄ͱΜͲͷ৔߹
   'FBU"VH
   ͕ϕʔεϥΠϯΛ্ճͬ ͍ͯΔ
9. #Conclusion ·ͱΊ ͦ΋ͦ΋
   1.)
   EFUFDUJPO
   ͱ͍͏λεΫࣗମΛ஌Βͳ͔͕ͬͨɺݸਓͷ ݈߁ঢ়ଶʹؔ͢ΔݴٴΛநग़Ͱ͖Δ͜ͱͰΞυςΫ΍஍Ҭͷײછ঱ਐߦ ঢ়گɺපؾͷૣظൃݟͳͲ༷ʑͳԠ༻͕Ͱ͖ͦ͏ͩͳͱࢥͬͨ 'JHVSBUJWF
   6TBHF
   %FUFDUJPO
   PG
   4ZNQUPN
   8PSET
   UP
   *NQSPWF
   1FSTPOBM
   )FBMUI
   .FOUJPO
   %FUFDUJPO 1.)
   ͷಛੑͱͯ͠ɺҰൠతͳݴٴͰ͸ͳࣗ͘਎͋Δ͍͸஌ਓͷ݈߁ঢ়ଶ ʹ͍ͭͯͷݴٴͷΈநग़͠ͳ͚Ε͹ͳΒͳ͍͕ɺ͜͜ʹൺᄻతදݱͰࣦ ഊ͢Δέʔε͕͋Δ͜ͱΛൃݟͨ͜͠ͱࣗମ͸໘ന͍ʢͦΕ͕ͲΕ͘Β͍
   ˠʮύϦ͕͘͠ΌΈ͢ΔͱɺϤʔϩού͸෩अΛͻ͘ʯͱ͍͏ྫ͕ڍ͛ ΒΕ͍͕ͯͨɺ೔ຊޠͩͱ͍͍ྫ͕ࢥ͍͖ͭ·ͤΜͰͨ͠
10. 8IBU
    .BLFT
    B
    (PPE
    $PVOTFMPS
    -FBSOJOH
    UP
    %JTUJOHVJTI
    CFUXFFO
    
    )JHIRVBMJUZ
    BOE
    -PXRVBMJUZ
    $PVOTFMJOH
    $POWFSTBUJPOT #Conversation Analysis "$-
    
    7FSPOJDB
    1FSF[3PTBT 6OJWFSTJUZ
    PG
    .JDIJHBO
    FU
    BM 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
11. #Dataset #Motivation Interviewing #Labeling .PUJWBUJPOBM
    *OUFSWJFXJOH
    .*
    ͱݺ͹ΕΔɺΧ΢ϯηϦϯά͕
    ߦΘΕ͍ͯΔσʔλͷΈΛ
    :PV5VCF
    ͳͲ͔Βऔಘ͠ɺखಈͰϥϕϦϯά Χ΢ϯηϦϯάͷ࣭ʹؔͯ͠͸ɺઌߦݚڀΛࢀߟʹධՁɻͬ͘͟Γݴ͏ ͱɺ 8IBU
    .BLFT
    B
    (PPE
    $PVOTFMPS
    -FBSOJOH
    UP
    %JTUJOHVJTI
    CFUXFFO
    )JHIRVBMJUZ
    BOE
    -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
12. #Words, Turn Analysis #Question, Reflection Analysis ߴɾ௿඼࣭ͷΧ΢ϯηϦϯάΛൺֱ ߴɾ௿඼࣭ͳΧ΢ϯηϦϯάΛൺֱ͢Δͱɺൃ࿩௕΍ൃ࿩ස౓ɺײ৘෼ ෍ɺ࣌ܥྻͰݟͨײ৘มԽʹେ͖ͳҧ͍͕ݟΒΕΔଞɺ࣭໰਺΍૬खͷҙ ਤΛ܁Γฦ͢Α͏ͳൃ࿩ͷ਺ʹେ͖ͳҧ͍͕ݟΒΕΔ 8IBU
    .BLFT
    B
    (PPE
    $PVOTFMPS
    -FBSOJOH
    UP
    %JTUJOHVJTI
    CFUXFFO
    )JHIRVBMJUZ
    BOE
    -PXRVBMJUZ
    $PVOTFMJOH
    $POWFSTBUJPOT
13. #Conversation Theme ൃ࿩ͷςʔϚΛൺֱ 8IBU
    .BLFT
    B
    (PPE
    $PVOTFMPS
    -FBSOJOH
    UP
    %JTUJOHVJTI
    CFUXFFO
    )JHIRVBMJUZ
    BOE
    -PXRVBMJUZ
    $PVOTFMJOH
    $POWFSTBUJPOT είΞ͕ΑΓେ͖͚Ε͹࣭ͷߴ͍ɺখ͚͞Ε͹࣭ͷ௿͍Χ΢ϯηϦϯάͷಛ௃ ߴɾ௿඼࣭ͳΧ΢ϯηϦϯάͷձ࿩ςʔϚΛൺֱ͢ΔͱɺNPUJWBUJPO
    ΍
    QMBO
    ͳͲͷಛఆͷςʔϚ͕࣭ͷߴ͞ͱ૬͍ؔͯͯ͠ɺ͔ͭΫϥΠΞϯτͱ ίϯαϧλϯτͰςʔϚʹඍົͳҧ͍͕ݟΒΕΔ͜ͱ͕Θ͔Δ
14. #Feature #Alignment #LSM "MJHONFOU
    ಛ௃ͱͯ͠-4.
    -$.Λ࢖༻ ਺ྔࢺɺ઀ଓࢺɺ෭ࢺɺॿಈࢺɺલஔࢺɺףࢺɺਓশ୅໊ࢺɺ͓Αͼඇਓ শ୅໊ࢺΛؚΉɺ-*8$ࣙॻʢ5BVTD[JL
    BOE
    1FOOFCBLFSɺʣͷ ͭͷݴޠϚʔΧʔશମͰλʔϯϨϕϧͰධՁ 8IBU
    .BLFT
    B
    (PPE
    $PVOTFMPS
    -FBSOJOH
    UP
    %JTUJOHVJTI
    CFUXFFO
    )JHIRVBMJUZ
    BOE
    -PXRVBMJUZ
    $PVOTFMJOH
    $POWFSTBUJPOT -JOHVJTUJD
    4UZMF
    .BUDIJOH
    -4. -JOHVJTUJD
    4UZMF
    $PPSEJOBUJPO
    -4$ Χ΢ϯηϥʔͱΫϥΠΞϯτͷݴޠతಛ௃ͷҰக౓ΛධՁ͢Δ
15. #Method #Feature Extraction /HSBN
    ୯ޠͱ୯ޠϖΞͷग़ݱස౓
    4FNBOUJD
    -*8$
    8PSE/FU
    Λ࢖ͬͨҙຯతΧςΰϦ෇༩
    .FUBGFBUVSF
    Χ΢ϯηϥʔɾΫϥΠΞϯτͷൃ࿩਺ɺ୯ޠ਺ɺׂ߹౳
    4FOUJNFOU
    ϙδωΨχϡʔτϥϧͷ൑ఆΛ͠ɺͦΕΒͷ਺΍ೖΕସΘΓ ස౓ɺ࣌ܥྻ৘ใ
    "MJHONFOU
    -4.
    -4$ಛ௃
    5PQJDT
    ճؼ෼ੳͰಘΒΕͨҼࢠ͝ͱͷείΞ
    .*5*
    CFIBWJPST
    ϦϑϨΫγϣϯϦεχϯάͷׂ߹ 8IBU
    .BLFT
    B
    (PPE
    $PVOTFMPS
    -FBSOJOH
    UP
    %JTUJOHVJTI
    CFUXFFO
    )JHIRVBMJUZ
    BOE
    -PXRVBMJUZ
    $PVOTFMJOH
    $POWFSTBUJPOT ෳ਺ͷಛ௃Λఆٛ͠ɺ࣭ͷ༧ଌΛߦͬͨ
16. #Conclusion ·ͱΊ 8IBU
    .BLFT
    B
    (PPE
    $PVOTFMPS
    -FBSOJOH
    UP
    %JTUJOHVJTI
    CFUXFFO
    )JHIRVBMJUZ
    BOE
    -PXRVBMJUZ
    $PVOTFMJOH
    $POWFSTBUJPOT ൃ࿩཰΍ϦϑϨΫγϣϯϦεχϯάɺΞϥΠϝϯτͷҰகͳͲɺײ֮తʹ ͸Θ͔͍ͬͯͨ͜ͱ͚ͩΕͲ΋ɺߴ඼࣭ͳΧ΢ϯηϦϯάͷಛ௃ΛࣗΒ σʔλΛ࡞ͬͯղੳ͍ͯ͠Δͱ͜Ζ͕Ғ͍ Χ΢ϯηϦϯάͷ඼࣭Λ໿ఔ౓ͷਫ਼౓Ͱ٬؍తʹධՁ͢Δ͜ͱ͕Ͱ ͖ΔΑ͏ʹͳΔ͜ͱͰɺΧ΢ϯηϥʔͷڭҭ΍ϦΞϧλΠϜϑΟʔυόο ΫʹΑΔࢧԉͳͲʹܨ͛ΒΕΔ͠ɺ·ͨνϟοτϘοτͳͲͰΧ΢ϯη ϦϯάΛ͢Δಓ΋։͚Δ͔΋