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stat.ML2019
Conditional independence testing: a predictive perspective
Marco Henrique de Almeida Inácio, Rafael Izbicki, Rafael Bassi Stern
Conditional independence testing is a key problem required by many machine learning and statistics tools. In particular, it is one way of evaluating the usefulness of some features…
stat.ML2018
Quantification under prior probability shift: the ratio estimator and its extensions
Afonso Fernandes Vaz, Rafael Izbicki, Rafael Bassi Stern
The quantification problem consists of determining the prevalence of a given label in a target population. However, one often has access to the labels in a sample from the training…