A Causal Framework for Distribution Generalization
We consider the problem of predicting a response Y from a set of covariates X when test- and training distributions differ. Since such differences may have causal explanations, we consider test distributions that emerge from interventions in a structural causal model, and focus on minimizing the wor...
Ausführliche Beschreibung
Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 10 vom: 07. Okt., Seite 6614-6630
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| 1. Verfasser: |
Christiansen, Rune
(VerfasserIn) |
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| Weitere Verfasser: |
Pfister, Niklas,
Jakobsen, Martin Emil,
Gnecco, Nicola,
Peters, Jonas |
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| Format: | Online-Aufsatz
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| Sprache: | English |
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| Veröffentlicht: |
2022
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| Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
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| Schlagworte: | Journal Article
Research Support, Non-U.S. Gov't |
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