Multistage defer trees chain sparse decision trees with deferral to match complex ensemble accuracy while routing most samples through one or few interpretable trees.
Ross Quinlan
3 Pith papers cite this work. Polarity classification is still indexing.
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UNVERDICTED 3representative citing papers
Decision trees partition covariate space to detect positivity violations in causal inference, augmented by random forests to quantify violation robustness within each subspace.
ID3 learns log n-juntas in polynomial time under the smoothed analysis model for product distributions.
citing papers explorer
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Multistage Defer Trees for Hybrid Interpretability: If at First You Can't Succeed, Tree Again
Multistage defer trees chain sparse decision trees with deferral to match complex ensemble accuracy while routing most samples through one or few interpretable trees.
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A discriminative approach for finding and characterizing positivity violations using decision trees
Decision trees partition covariate space to detect positivity violations in causal inference, augmented by random forests to quantify violation robustness within each subspace.
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ID3 Learns Juntas for Smoothed Product Distributions
ID3 learns log n-juntas in polynomial time under the smoothed analysis model for product distributions.