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早期うつ状態検出のためのマルチモーダル対話データセットに基づくうつ状態検出モデルの性能評価(N...

 早期うつ状態検出のためのマルチモーダル対話データセットに基づくうつ状態検出モデルの性能評価(NLP2025)

NLP2025@長崎での発表内容

Kotaro Kashihara

March 16, 2025
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  1. ؔ࿈ݚڀɿ%"*$80;<>  • ͏ͭঢ়ଶݕग़ͷͨΊͷϚϧνϞʔμϧσʔληοτ %"*$80; ݴޠ ӳޠ ϞμϦςΟ ݴޠɺԻ੠ɺಈը ϥϕϧ

    ͏ͭঢ়ଶʹ͍ͭͯͷ Ξϯέʔτ݁Ռ ඃݧऀ ݈ৗऀ ໘ஊํ๏ 8J[BSEPG8P[๏Ͱͷ Ξόλʔͱͷ໘ஊ σʔληοτ ಛ௃
  2. %"*$80;ͱͷҧ͍  4 %"*$80; ຊݚڀ ݴޠ ӳޠ ೔ຊޠ ϞμϦςΟ ݴޠɺԻ੠ɺಈը

    ݴޠɺԻ੠ɺಈըɺ ৺ഥσʔλ ϥϕϧ ͏ͭঢ়ଶʹ͍ͭͯͷ Ξϯέʔτ݁Ռ ༷ʑͳ৺ཧঢ়ଶʢ͏ͭঢ়ଶ΋ؚΉʣ ʹ͍ͭͯͷΞϯέʔτ݁Ռ ඃݧऀ ݈ৗऀ ݈ৗऀͱ Ұ෦ϝϯλϧෆௐऀ ໘ஊํ๏ 8J[BSEPG8P[๏Ͱͷ Ξόλʔͱͷ໘ஊ 8J[BSEPG8P[๏Ͱͷ Ξόλʔͱͷ໘ஊ σʔληοτ ಛ௃
  3. ಛ௃ྔͷநग़ͱ૬ؔ෼ੳ  • σʔλͱΞϯέʔτ݁ՌΛ૬ؔ෼ੳ͠ɺطଘͷ৺ཧֶɾਫ਼ਆҩֶݚڀͱൺֱ • ֤ϞμϦςΟ͝ͱʹҎԼͷํ๏Ͱಛ௃ྔͷநग़Λߦͬͨ • ݴޠɿ(J/;"<>ͱ೔ຊޠධՁۃੑࣙॻ< >Λ༻͍ͯɺඃݧऀͷൃ࿩ςΩετதͷ ϙδςΟϒɾωΨςΟϒͳ୯ޠ਺ٴͼׂ߹Λܭࢉ

    • Ի੠ɿ0QFO4.*-&<>Λ༻͍ͯɺඃݧऀͷԻ੠ͷมԽʹؔ͢Δಛ௃ྔ ʢେ͖͞ɺϐονɺδολʔɺγϚʔʣͷฏۉɾඪ४ภࠩΛܭࢉ • ಈըɿ0QFO'BDF<>Λ༻͍ͯɺඃݧऀͷإද৘ͷ֤ΞΫγϣϯϢχοτͷڧ͞ ͷฏۉɾඪ४ภࠩΛܭࢉ
  4. ૬ؔ෼ੳ݁Ռʢݴޠσʔλʣ  • 5”MC”MM<>ͷ ʮ͏ͭঢ়ଶͷਓ͸ϙδςΟϒͳ ݴޠ࢖༻͕௿Լ͢Δʯ ͱ͍͏݁Ռͱಉ༷ͷ݁Ռ • 1FOOFCBLFSΒ<>ͷ ʮ֎ަతͳਓ͸ϙδςΟϒͳ

    ײ৘ޠΛଟ͘࢖༻͢Δʯ ͱ͍͏݁Ռͱಉ༷ͷ݁Ռ ݴޠ ಛ௃ྔ Ξϯέʔτ ߲໨ ૬ؔ܎਺஋ ϙδςΟϒͳ ༻ݴͷׂ߹ ("%  ಉ্ 1)2  ಉ্ 4$"4  ϙδςΟϒͳ ༻ݴͷ਺ #*( ֎޲ੑ  ϙδςΟϒͳ ୯ޠͷ਺ ಉ্ 
  5. ૬ؔ෼ੳ݁Ռʢݴޠσʔλʣ  • 5”MC”MM<>ͷ ʮ͏ͭঢ়ଶͷਓ͸ϙδςΟϒͳ ݴޠ࢖༻͕௿Լ͢Δʯ ͱ͍͏݁Ռͱಉ༷ͷ݁Ռ • 1FOOFCBLFSΒ<>ͷ ʮ֎ަతͳਓ͸ϙδςΟϒͳ

    ײ৘ޠΛଟ͘࢖༻͢Δʯ ͱ͍͏݁Ռͱಉ༷ͷ݁Ռ ݴޠ ಛ௃ྔ Ξϯέʔτ ߲໨ ૬ؔ܎਺஋ ϙδςΟϒͳ ༻ݴͷׂ߹ ("%  ಉ্ 1)2  ಉ্ 4$"4  ϙδςΟϒͳ ༻ݴͷ਺ #*( ֎޲ੑ  ϙδςΟϒͳ ୯ޠͷ਺ ಉ্ 
  6. ૬ؔ෼ੳ݁Ռʢݴޠσʔλʣ  • 5”MC”MM<>ͷ ʮ͏ͭঢ়ଶͷਓ͸ϙδςΟϒͳ ݴޠ࢖༻͕௿Լ͢Δʯ ͱ͍͏݁Ռͱಉ༷ͷ݁Ռ • 1FOOFCBLFSΒ<>ͷ ʮ֎޲తͳਓ͸ϙδςΟϒͳ

    ײ৘ޠΛଟ͘࢖༻͢Δʯ ͱ͍͏݁Ռͱಉ༷ͷ݁Ռ ݴޠ ಛ௃ྔ Ξϯέʔτ ߲໨ ૬ؔ܎਺஋ ϙδςΟϒͳ ༻ݴͷׂ߹ ("%  ಉ্ 1)2  ಉ্ 4$"4  ϙδςΟϒͳ ༻ݴͷ਺ #*( ֎޲ੑ  ϙδςΟϒͳ ୯ޠͷ਺ ಉ্ 
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    ʮ͏ͭঢ়ଶͷਓ͸ ੠ͷมԽ΍ΤωϧΪʔ͕๡͘͠ͳΔʯ ͱ͍͏݁ՌͱҰ෦Ұக Ի੠ ಛ௃ྔ Ξϯέʔτ ߲໨ ૬ؔ܎਺஋ ੠ͷϐονͷ ฏۉ -4"4  ੠ͷେ͖͞ͷ ඪ४ภࠩ 1)2  ੠ͷϐονͷ ඪ४ภࠩ ಉ্ 
  8. ૬ؔ෼ੳ݁ՌʢԻ੠σʔλʣ  • (BMJMMJΒ<>ͷ ʮࣾަෆ҆Λ࣋ͭਓ͸ɺ جຊप೾਺ʢϐονʣ͕େ͖͘ɺ ੠ͷେ͖͕͞খ͘͞ͳΔ܏޲ʹ͋Δʯ ͱ͍͏݁ՌͱҰ෦Ұக • ,PUPWΒ<>ͷ

    ʮ͏ͭঢ়ଶͷਓ͸ ੠ͷมԽ΍ΤωϧΪʔ͕๡͘͠ͳΔʯ ͱ͍͏݁ՌͱҰ෦Ұக Ի੠ ಛ௃ྔ Ξϯέʔτ ߲໨ ૬ؔ܎਺஋ ੠ͷϐονͷ ฏۉ -4"4  ੠ͷେ͖͞ͷ ඪ४ภࠩ 1)2  ੠ͷϐονͷ ඪ४ภࠩ ಉ্ 
  9. ૬ؔ෼ੳ݁ՌʢԻ੠σʔλʣ  • (BMJMMJΒ<>ͷ ʮࣾަෆ҆Λ࣋ͭਓ͸ɺ جຊप೾਺ʢϐονʣ͕େ͖͘ɺ ੠ͷେ͖͕͞খ͘͞ͳΔ܏޲ʹ͋Δʯ ͱ͍͏݁ՌͱҰ෦Ұக • ,PUPWΒ<>ͷ

    ʮ͏ͭঢ়ଶͷਓ͸ ੠ͷมԽ΍ΤωϧΪʔ͕๡͘͠ͳΔʯ ͱ͍͏݁ՌͱҰ෦Ұக Ի੠ ಛ௃ྔ Ξϯέʔτ ߲໨ ૬ؔ܎਺஋ ੠ͷϐονͷ ฏۉ -4"4  ੠ͷେ͖͞ͷ ඪ४ภࠩ 1)2  ੠ͷϐονͷ ඪ४ภࠩ ಉ্ 
  10. ૬ؔ෼ੳ݁Ռʢಈըσʔλʣ  • #*(։์ੑͷߴ͍ඃݧऀ͸ɺ ൺֱతϦϥοΫεͯ͠໘ஊΛ ड͚͍ͯͨ͜ͱΛࣔࠦ • #*(ۈษੑͷείΞͱ ΄ͱΜͲͷΞΫγϣϯϢχοτͷڧ͞ͷ ฏۉ஋ɾඪ४ภࠩͱʹෛͷ૬͕ؔݟΒΕͨ

    㱺#*(ۈษੑͷߴ͍ඃݧऀ͸ ൺֱతແද৘Ͱ໘ஊΛड͚͍ͯͨ͜ͱΛࣔࠦ ಈը ಛ௃ྔ Ξϯέʔτ ߲໨ ૬ؔ܎਺஋ ʮඑΛԼ͛Δʯ ڧ͞ͷฏۉ #*( ։์ੑ  ʮᛐΛۓுͤ͞ Δʯ ڧ͞ͷฏۉ ಉ্  ʮඑͷ֎ଆΛ্ ͛Δʯ ڧ͞ͷฏۉ ಉ্ 
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