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On the Duality between Feature and Sample Screening

Tran, Thu-Le
arXiv (OAI Expanded) · Papers
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optimization-and-control
Feature and sample screening reduce the cost of machine learning by eliminating irrelevant features and noninformative samples, respectively. Although recognized as primal-dual counterparts, their relationship remains informal and model-dependent. Viewing screening and duality as transformations of
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