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If for a given i , Lλ i,m≥ Lλ iT ,kT , we forego calculating lλ j,m, rλ j,N−m,∀m, k≤ m≤ N− k

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Efficient Regularized Piecewise-Linear Regression Trees

cs.LG · 2019-06-29 · unverdicted · novelty 6.0

New high-probability generalization bounds are derived via Rademacher complexity for regularized piecewise-linear regression trees, with an efficient GPU-based algorithm and empirical comparisons to piecewise-constant trees.

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  • Efficient Regularized Piecewise-Linear Regression Trees cs.LG · 2019-06-29 · unverdicted · none · ref 33

    New high-probability generalization bounds are derived via Rademacher complexity for regularized piecewise-linear regression trees, with an efficient GPU-based algorithm and empirical comparisons to piecewise-constant trees.