21 citations · 25 across the 2 of their papers we have counts for
2 papers
cs.IT2009★ 21 cited
Generalised Pinsker Inequalities
Mark D. Reid, Robert C. Williamson
We generalise the classical Pinsker inequality which relates variational divergence to Kullback-Liebler divergence in two ways: we consider arbitrary f-divergences in place of KL d…
stat.ML2009★ 4 cited
Information, Divergence and Risk for Binary Experiments
Mark D. Reid, Robert C. Williamson
We unify f-divergences, Bregman divergences, surrogate loss bounds (regret bounds), proper scoring rules, matching losses, cost curves, ROC-curves and information. We do this by sy…