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DTSTART;TZID=America/New_York:20231115T120000
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CREATED:20230928T141840Z
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SUMMARY:ASSET Seminar: "What Constitutes a Good Explanation?" (Lyle Ungar\, Penn)
DESCRIPTION:ABSTRACT:  \nShapley values and similar methods are widely used to explain the importance of features in model predictions. Clarity in the semantics of these feature importances is subtle\, but crucial: What do these explanations actually mean? And how are they useful? We illustrate using explanations of predictions in three domains: (a) medical outcomes\, (b) image content\, and (c) first impressions of people—specifically their warmth and competence—derived from video recordings and transcripts. In each scenario\, the presence of intermediate-level features enhances the clarity and usefulness of\nexplanations.
URL:https://seasevents.nmsdev7.com/event/asset-seminar-lyle-ungar-penn/
LOCATION:Levine 307\, 3330 Walnut Street\, Philadelphia\, PA\, 19104\, United States
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