Robust Multinomial Logistic Regression Based on RPCA.

IEEE Journal of Selected Topics in Signal Processing(2018)

引用 27|浏览114
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摘要
Multiclass classification tasks are ubiquitous recently. In this scenario, the class label usually takes more than two possible discrete outcomes. As a simple and successful model, the multinomial logistic regression, also known as the softmax regression, is widely used in many multiclass classification applications. However, the existing method often experiences significant performance degradatio...
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关键词
Principal component analysis,Robustness,Convergence,Complexity theory,Algorithm design and analysis
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