SHI Hongwei, RAO Haochen, GUO Xu. Some new developments of support vector machine in high dimension[J]. Journal of Beijing Normal University(Natural Science), 2023, 59(2): 319-327. DOI: 10.12202/j.0476-0301.2022314
Citation:
SHI Hongwei, RAO Haochen, GUO Xu. Some new developments of support vector machine in high dimension[J]. Journal of Beijing Normal University(Natural Science), 2023, 59(2): 319-327. DOI: 10.12202/j.0476-0301.2022314
SHI Hongwei, RAO Haochen, GUO Xu. Some new developments of support vector machine in high dimension[J]. Journal of Beijing Normal University(Natural Science), 2023, 59(2): 319-327. DOI: 10.12202/j.0476-0301.2022314
Citation:
SHI Hongwei, RAO Haochen, GUO Xu. Some new developments of support vector machine in high dimension[J]. Journal of Beijing Normal University(Natural Science), 2023, 59(2): 319-327. DOI: 10.12202/j.0476-0301.2022314
Some new developments of support vector machine in high dimension
Some selective new developments of support vector machine(SVM), including non-convex penalized SVM, the error bound of L1 norm SVM, and the application of SVM in sufficient dimension reduction are reviewed．The performance of these new methods in high-dimensional SVM is demonstrated by numerical simulation and real data analysis．Several possible new directions and issues are discussed．
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