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cs.LG2022
The Geometry and Calculus of Losses
Robert C. Williamson, Zac Cranko
Statistical decision problems lie at the heart of statistical machine learning. The simplest problems are binary and multiclass classification and class probability estimation. Cen…
cs.LG2022★ 5 cited
Information Processing Equalities and the Information-Risk Bridge
Robert C. Williamson, Zac Cranko
We introduce two new classes of measures of information for statistical experiments which generalise and subsume -divergences, integral probability metrics, -dista…