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Frederic Cazals

1 accepted papers

2019

Low-Complexity Nonparametric Bayesian Online Prediction with Universal Guarantees

NeurIPS 2019poster

We propose a novel nonparametric online predictor for discrete labels conditioned on multivariate continuous features. The predictor is based on a feature space discretization induced by a full-fledged k-d tree with randomly picked directions and a recursive Bayesian distribution, which allows to au…