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High-Arity Rademacher Complexity and Uniform Laws of Large Numbers

Anderson, Aaron et al.
arXiv (All) · Papers
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05c3505c6505c7568q32combinatoricslogicstatistics-theory
We characterize several properties of higher-arity function classes, specifically finite $\VC_k$-dimension, slicewise finite $\VC$-dimension, and finite slicewise Littlestone dimension, in terms of generalizations of Rademacher complexity. These characterizations sets up simple new proofs of sever
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