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Regression and Classification With Spline-Based Separable Expansions

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We introduce a supervised learning framework for target functions that are well approximated by a sum of (few) separable terms. The framework proposes to approximate each component function by a B-spline, resulting in an approximant where the underlying coeffi... ...