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Sparse Multinomial Logistic Regression Algorithm Based on Centered Alignment Multiple Kernels Learning

Published in 电子与信息学报 • Nov 16, 2020
NobleIDNI8P89W00R81S31
Authors:
Dajiang Lei
,
Jianyang Tang
,
Zhixing Li

Abstract

As a generalized linear model, Sparse Multinomial Logistic Regression (SMLR) is widely used in various multi-class task scenarios. SMLR introduces Laplace priori into Multinomial Logistic Regression (MLR) to make its solution sparse, which allows the classifier to embed feature selection in the proc...

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