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cs.LG2023★ 1 cited
Does the evaluation stand up to evaluation? A first-principle approach to the evaluation of classifiers
K. Dyrland, A. S. Lundervold, P. G. L. Porta Mana
How can one meaningfully make a measurement, if the meter does not conform to any standard and its scale expands or shrinks depending on what is measured? In the present work it is…
cs.LG2023
Don't guess what's true: choose what's optimal. A probability transducer for machine-learning classifiers
K. Dyrland, A. S. Lundervold, P. G. L. Porta Mana
In fields such as medicine and drug discovery, the ultimate goal of a classification is not to guess a class, but to choose the optimal course of action among a set of possible one…