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10/18/2022
Generalization Properties of Decision Trees on Real-valued and Categorical Features
We revisit binary decision trees from the perspective of partitions of t...
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10/29/2021
Improving Generalization Bounds for VC Classes Using the Hypergeometric Tail Inversion
We significantly improve the generalization bounds for VC classes by usi...
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10/14/2020
Decision trees as partitioning machines to characterize their generalization properties
Decision trees are popular machine learning models that are simple to bu...
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12/14/2019
Attending Form and Context to Generate Specialized Out-of-VocabularyWords Representations
We propose a new contextual-compositional neural network layer that hand...
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03/02/2019