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• W2912556465 abstract "This paper introduces an efficient second-order method for solving the elastic net problem. Its key innovation is a computationally efficient technique for injecting curvature information in the optimization process which admits a strong theoretical performance guarantee. In particular, we show improved run time over popular first-order methods and quantify the speed-up in terms of statistical measures of the data matrix. The improved time complexity is the result of an extensive exploitation of the problem structure and a careful combination of second-order information, variance reduction techniques, and momentum acceleration. Beside theoretical speed-up, experimental results demonstrate great practical performance benefits of curvature information, especially for ill-conditioned data sets." @default.
• W2912556465 created "2019-02-21" @default.
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• W2912556465 date "2019-01-24" @default.
• W2912556465 modified "2023-10-01" @default.
• W2912556465 title "Curvature-Exploiting Acceleration of Elastic Net Computations" @default.
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