A fast smoothing newton method for bilevel hyperparameter optimization for SVC with logistic loss-Reference-Cited by-同舟云学术

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A fast smoothing newton method for bilevel hyperparameter optimization for SVC with logistic loss

Published:2024-08-30 Issue: Volume: Page:1-30
ISSN:0233-1934
Container-title:Optimization
language:en
Short-container-title:Optimization

Author:

Wang Yixin¹,Li Qingna¹²

Affiliation:

1. School of Mathematics and Statistics, Beijing Institute of Technology, Beijing, People's Republic of China

2. Beijing Key Laboratory on MCAACI/Key Laboratory of Mathematical Theory and Computation in Information Security, Beijing Institute of Technology, Beijing, People's Republic of China

Funder

National Natural Science Foundation of China

Publisher

Informa UK Limited

Link

https://www.tandfonline.com/doi/pdf/10.1080/02331934.2024.2394612

Reference51 articles.

1. Problem formulations and solvers in linear SVM: a review

2. Support-vector networks;Cortes C;Mach Learn,1995

3. Evaluation of simple performance measures for tuning SVM hyperparameters

4. An efficient method for gradient-based adaptation of hyperparameters in SVM models;Keerthi S;Adv Neural Inf Process Syst,2007

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