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Explanation in artificial intelligence: Insights from the social sciences

1. Explanation in artificial intelligence: Insights from the social sciences

2. Explanation in Artificial Intelligence: Insights from the …

  • Tác giả: khủng long arxiv.org

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  • Tóm tắt: khủng long There has been a recent resurgence in the area of explainable artificial
    intelligence as researchers and practitioners seek to make their algorithms
    more understandable. Much of this research is focused on explicitly explaining
    decisions or actions to a human observer, and it should not be controversial to
    say that looking at how humans explain to each other can serve as a useful
    starting point for explanation in artificial intelligence. However, it is fair
    to say that most work in explainable artificial intelligence uses only the
    researchers’ intuition of what constitutes a `good’ explanation. There exists
    vast and valuable bodies of research in philosophy, psychology, and cognitive
    science of how people define, generate, select, evaluate, and present
    explanations, which argues that people employ certain cognitive biases and
    social expectations towards the explanation process. This paper argues that the
    field of explainable artificial intelligence should build on this existing
    research, and reviews relevant papers from philosophy, cognitive
    psychology/science, and social psychology, which study these topics. It draws
    out some important findings, and discusses ways that these can be infused with
    work on explainable artificial intelligence.

  • Khớp với kết quả khủng long tìm kiếm: 2017-06-22 · Explanation in Artificial Intelligence: Insights from the Social Sciences. Authors: Tim Miller. Download PDF. Abstract: There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to make their algorithms more understandable….

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Explanation in artificial intelligence: Insights from the …

3. Explanation in artificial intelligence: Insights from the …

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  • Tóm tắt: khủng long There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to provide more transparen…

  • Khớp với kết quả khủng long tìm kiếm: 2019-02-01 · Despite the recent resurgence of explanation and interpretability in AI, most of the research and practice in this area seems to use the researchers’ intuitions of what constitutes a ‘good’ explanation. Miller et al. shows in a small sample that research in explainable AI typically does not cite or build on frameworks of explanation from social science. They argue that this ……

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4. Explanation in Artificial Intelligence: Insights from the …

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  • Tóm tắt: khủng long There has been a recent resurgence in the area of explainable artificial
    intelligence as researchers and practitioners seek to provide more transparency
    to their algorithms. Much of this research is focused on explicitly explaining
    decisions or actions to a human observer, and it should not be controversial to
    say that, if these techniques are to succeed, the explanations they generate
    should have a structure that humans accept. However, it is fair to say that
    most work in explainable artificial intelligence uses only the researchers’
    intuition of what constitutes a `good’ explanation. There exists vast and
    valuable bodies of research in philosophy, psychology, and cognitive science of
    how people define, generate, select, evaluate, and present explanations. This
    paper argues that the field of explainable artificial intelligence should build
    on this existing research, and reviews relevant papers from philosophy,
    cognitive psychology/science, and social psychology, which study these topics.
    It draws out some important findings, and discusses ways that these can be
    infused with work on explainable artificial intelligence.

  • Khớp với kết quả khủng long tìm kiếm: 2017-06-22 · Explanation in Artificial Intelligence: Insights from the Social Sciences. There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to provide more transparency to their algorithms. Much of this research is focused on explicitly explaining decisions or actions to a human ……

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Explanation in artificial intelligence: Insights from the …

5. Explanation in artificial intelligence: Insights from the …

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  • Tóm tắt: khủng long There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to provide more transparen…

  • Khớp với kết quả khủng long tìm kiếm: Explanation in artificial intelligence: Insights from the social sciences. Author links open overlay panel Tim Miller. Show more. Share. Cite. … not be controversial to say that looking at how humans explain to each other can serve as a useful starting point for explanation in artificial intelligence. However, it is fair to say that most work ……

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6. Explanation in Artificial Intelligence: Insights from the …

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  • Tóm tắt: khủng long Bài viết về Explanation in Artificial Intelligence: Insights from the …. Đang cập nhật…

  • Khớp với kết quả khủng long tìm kiếm: Insights from the Social Sciences Tim Miller School of Computing and Information Systems University of Melbourne, Melb ourne, Australia [email protected] unimelb. edu. au ……

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7. Explanation in Arti cial Intelligence: Insights from the …

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  • Tóm tắt: khủng long Bài viết về Explanation in Arti cial Intelligence: Insights from the …. Đang cập nhật…

  • Khớp với kết quả khủng long tìm kiếm: Explanation in Arti cial Intelligence: Insights from the Social Sciences Tim Miller School of Computing and Information Systems University of Melbourne, Melbourne, Australia [email protected] Abstract There has been a recent resurgence in the area of explainable arti cial intelligence as re-…

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Explanation in Artificial Intelligence: Insights from the …

8. Explanation in Artificial Intelligence: Insights from the …

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  • Tóm tắt: khủng long Semantic Scholar extracted view of “Explanation in Artificial Intelligence: Insights from the Social Sciences” by Tim Miller

  • Khớp với kết quả khủng long tìm kiếm: 2017-06-22 · This paper argues that the field of explainable artificial intelligence can build on existing research on how people define, generate, select, evaluate, and present explanations, and reviews relevant papers from philosophy, cognitive psychology/science, and social psychology, which study these topics. 16 PDF…

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Explanation in Artificial Intelligence: Insights from the Social …

9. Explanation in Artificial Intelligence: Insights from the Social …

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  • Tóm tắt: khủng long There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to make their algorithms more understandable. Much of this research is focused on explicitly explaining decisions or actions to a human observer, and it should not be controversial to say that looking at how humans explain to each other can serve as a useful starting point for explanation in artificial intelligence. However, it is fair to say that most work in explainable artificial intelligence uses only the researchers’ intuition of what constitutes a `good’ explanation. There exists vast and valuable bodies of research in philosophy, psychology, and cognitive science of how people define, generate, select, evaluate, and present explanations, which argues that people employ certain cognitive biases and social expectations towards the explanation process. This paper argues that the field of explainable artificial intelligence should build on this existing research, and reviews relevant papers from philosophy, cognitive psychology/science, and social psychology, which study these topics. It draws out some important findings, and discusses ways that these can be infused with work on explainable artificial intelligence.

  • Khớp với kết quả khủng long tìm kiếm: Explanation in Artificial Intelligence: Insights from the Social Sciences. Miller, Tim. Abstract. There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to make their algorithms more understandable. Much of this research is focused on explicitly explaining decisions or actions to a human observer, and it should not be ……

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Explanation in Artificial Intelligence: Insights from the Social …

10. Explanation in Artificial Intelligence: Insights from the Social …

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  • Khớp với kết quả khủng long tìm kiếm: 2017-06-22 · Explanation in Artificial Intelligence: Insights from the Social Sciences … Tim Miller · Edit social preview. … not be controversial to say that looking at how humans explain to each other can serve as a useful starting point for explanation in artificial intelligence. However, it is fair to say that most work in explainable artificial ……

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Explanation in Artificial Intelligence: Insights from the …

11. Explanation in Artificial Intelligence: Insights from the …

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  • Tóm tắt: khủng long Figure 7: Malle’s conceptual framework for behaviour explanation; reproduced Malle [113, p. 87, Figure 3.3], adapted from Malle [112, p. 119, Figure 5.1] – “Explanation in Artificial Intelligence: Insights from the Social Sciences”

  • Khớp với kết quả khủng long tìm kiếm: 2017-06-22 · Figure 7: Malle’s conceptual framework for behaviour explanation; reproduced Malle [113, p. 87, Figure 3.3], adapted from Malle [112, p. 119, Figure 5.1] – “Explanation in Artificial Intelligence: Insights from the Social Sciences”…

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12. Explanation in artificial intelligence. Insights from the social …

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  • Tóm tắt: khủng long There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to provide more transparency to their algorithms. Much of this research…

  • Khớp với kết quả khủng long tìm kiếm: Insights from the social sciences There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to provide more transparency to their algorithms. Much of this research is focused on explicitly explaining decisions or actions to a human observer, and it should not be controversial to ……

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13. Title: Explanation in Artificial Intelligence: Insights from the Social …

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  • Tóm tắt: khủng long Bài viết về Title: Explanation in Artificial Intelligence: Insights from the Social …. Đang cập nhật…

  • Khớp với kết quả khủng long tìm kiếm: Title: Explanation in Artificial Intelligence: Insights from the Social Sciences. Authors: Tim Miller … There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to make their algorithms more understandable. Much of this research is focused on explicitly explaining decisions or ……

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14. Explanation in Artificial Intelligence: Insights from the Social …

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  • Tóm tắt: khủng long Bài viết về Explanation in Artificial Intelligence: Insights from the Social …. Đang cập nhật…

  • Khớp với kết quả khủng long tìm kiếm: There has been a recent resurgence in the area of explainable artificial intelligence. Much of this research is focused on explicitly explaining decisions or actions to a human observer. This paper argues that the field should build on existing research. It reviews relevant papers from philosophy, cognitive neuroscience and social psychology….

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Tim Miller, Explanation in artificial intelligence: Insights from the ...

15. Tim Miller, Explanation in artificial intelligence: Insights from the …

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  • Tóm tắt: khủng long Bài viết về Tim Miller, Explanation in artificial intelligence: Insights from the …. Đang cập nhật…

  • Khớp với kết quả khủng long tìm kiếm: Explanation in artificial intelligence: Insights from the social sciences. Tim Miller. Artificial Intelligence 267:1-38 (2019) Authors Timothy Miller Virginia Tech … [REVIEW] Benedict du Boulay – 2001 – Artificial Intelligence 125 (1-2):227-232. What is Explained by AI Models….

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16. arXiv:1706.07269v3 [cs.AI] 15 Aug 2018 – researchgate.net

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  • Khớp với kết quả khủng long tìm kiếm: Explanation in Arti cial Intelligence: Insights from the Social Sciences Tim Miller School of Computing and Information Systems University of Melbourne, Melbourne, Australia [email protected] ……

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17. Explanation in artificial intelligence: Insights from the social …

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  • Tóm tắt: khủng long Bài viết về Explanation in artificial intelligence: Insights from the social …. Đang cập nhật…

  • Khớp với kết quả khủng long tìm kiếm: Abstract. There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to provide more transparency to their algorithms. Much of this research is focused on explicitly explaining decisions or actions to a human observer, and it should not be controversial to say that looking at how humans explain to each other can serve ……

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Explanation in Artificial Intelligence: Insights from the Social …

18. Explanation in Artificial Intelligence: Insights from the Social …

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  • Tóm tắt: khủng long 06/22/17 – There has been a recent resurgence in the area of explainable artificial
    intelligence as researchers and practitioners seek to pro…

  • Khớp với kết quả khủng long tìm kiếm: 2017-06-22 · Explanation in Artificial Intelligence: Insights from the Social Sciences 06/22/2017 ∙ by Tim Miller, et al. ∙ 0 ∙ share There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to ……

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