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cs.LG2025
Evaluating utility of clinical prediction models: A comparison of decision curve analysis and cost curves
Louise AC Millard, Matthew Sperrin, Peter A Flach +1
Classification models typically predict a binary outcome and use one or more decision thresholds to produce a classification or inform a clinical decision. Decision curves and cost…
cs.LG2024
Explaining a probabilistic prediction on the simplex with Shapley compositions
Paul-Gauthier Noé, Miquel Perelló-Nieto, Jean-François Bonastre +1
Originating in game theory, Shapley values are widely used for explaining a machine learning model's prediction by quantifying the contribution of each feature's value to the predi…