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Titlebook: Scalable Uncertainty Management; 14th International C Jesse Davis,Karim Tabia Conference proceedings 2020 Springer Nature Switzerland AG 20

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Inference with Choice Functions Made Practicalhenever possible, and use this natural extension to make new choices. We present a practical algorithm to compute this natural extension and provide several methods that can be used to improve its scalability.
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A Formal Learning Theory for Three-Way Clusteringtional hard clustering one, we provide a constructive proof of an existence theorem, that is, we show an algorithm which satisfies the proposed axioms. We also propose an axiomatic characterization of the three-way k-means algorithm family and draw comparisons between the two approaches.
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Score-Based Explanations in Data Management and Machine Learningrom classification models. The described approaches are mostly of a causal and counterfactual nature. We argue for the need to bring domain and semantic knowledge into score computations; and suggest some ways to do this.
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