PAC-Bayes Tree: weighted subtrees with guarantees

Tin D. Nguyen, Samory Kpotufe

Neural Information Processing Systems 

Furthermore, the computational efficiency of pruning is maintained at both training and testing time despite having to aggregate over an exponential number of subtrees. We believe this is the first subtree aggregation approach with such guarantees.

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