Nearly Uniform Validation Improves Compression-Based Error Bounds
The Journal of Machine Learning Research
Exact combinatorial bounds on the probability of overfitting for empirical risk minimization
Pattern Recognition and Image Analysis
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We improve error bounds based on VC analysis for classes with sets of similar classifiers. We apply the new error bounds to separating planes and artificial neural networks.