The following information was submitted:
Transactions: WSEAS TRANSACTIONS ON MATHEMATICS
Transactions ID Number: 53-638
Full Name: Sheng Baohuai
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Age: ON
Sex: Male
Address: Department of Mathematics,College of Arts and Sciences,Shaoxing City, Zhejiang,312000,China
Country: CHINA
Tel: 086-575-88345092
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E-mail address: bhsheng@usx.edu.cn
Other E-mails: shengbaohuai@163.com
Title of the Paper: the consistency analysis of coefficient regularized classification with convex Loss
Authors as they appear in the Paper: Sheng Baohuai;Xiang Daohong
Email addresses of all the authors: bhsheng@usx.edu.cn,shengbaohuai@163.com,daohongxiang@gmail.com
Number of paper pages: 10
Abstract: It is known that the learning rate is the quantitative description of the consistency of a learning algorithm. In the present paper, we provide a learning rate for the coefficient regularized classification learning algorithm with a $K-$functional whose explicit rate is estimated when the loss functions are least square loss and the hinge loss.
Keywords: Coefficient regularized classification, machine learning, convex loss, differentiable loss, $K$-functional,Learning rates.
EXTENSION of the file: .pdf
Special (Invited) Session: regular paper
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