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[Human-AI Decision Making勉強会] 意思決定 with AIは個人vs...

mei28
December 20, 2023
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[Human-AI Decision Making勉強会] 意思決定 with AIは個人vsグループで変わるの?

2023/12/20 Human-AI Decision Makingの発表資料
Are Explanations Helpful? A Comparative Study of the Effects of Explanations in AI-Assisted Decision-Making
CHI2023

mei28

December 20, 2023
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  1. ҙࢥܾఆ with AI͸ݸਓvsάϧʔϓͰมΘΔͷʁ ౦ژେֶ അ৔ݚڀࣨ D2 ༶໌఩ 2023/12/20 Human-AI Decision

    making ษڧձ Are Two Heads Beter Than One in AI-Assisted Decision Making? Comparing the Behavior and Performance of Groups and Individuals in Human-AI Collaborative Recidivism Risk Assessment Chun-Wei Chiang, Zhuoran Lu, Zhuoyan Li and Ming Yin CHI 2023 https://dl.acm.org/doi/10.1145/3544548.3581015
  2. ४උɿͭͷ؍఺ʹ஫໨͢Δ 8 1. Decision Accuracy 3. Decision Confidence 5. Fairness

    2. Reliance on AI 4. Understanding of AI 6. Accountability
  3. ४උɿ'BJSOFTT 13 Ӊ஦ਓ͸μϝ ਓؒ͸͍͍Α ಛఆͷଐੑʹରͯ͠ෆ౰ͳ൑அΛ͠ͳ͍Α͏ʹ͢Δ[8] P(Y ∣ A = 0)

    = P(Y ∣ A = 1) Y͸༧ଌ஋ɺA͸ੑผ΍ਓछͳͲͷଐੑɻଐੑ͝ͱͷ༧ଌൺ཰͕ಉ͡Ͱ͋Δ͜ͱ͕ެฏ
  4. ࠶ܝɿͭͷ؍఺ʹ஫໨͢Δ 15 1. Decision Accuracy 3. Decision Confidence 5. Fairness

    2. Reliance on AI 4. Understanding of AI 6. Accountabilidy
  5. ࣮ݧ݁Ռɿఆྔ݁Ռͷ·ͱΊ 27 1. Decision Accuracy ݸਓͱάϧʔϓͰେࠩͳ͍ 2. Reliance on AI

    άϧʔϓ͸AIʹґଘ͕ͪ͠ 3. Reliance on AI άϧʔϓ͸ࣗ৴Λ࣋ͬͯ AIΛڋ൱͢Δ 4. Understanding on AI ݸਓͱάϧʔϓͰେࠩͳ͍ 5. Fairness ͋Δج४Ͱ͸άϧʔϓ͸ެฏʹ 6. Accountability ࠷ऴ൑அ͕ؒҧ͏ͱ͖ ݸਓ΋άϧʔϓ΋܏޲͸ಉ͡
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