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Optimization Methods For Large-Scale Machine Learning

Published in 2021 18th International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP) • Dec 17, 2021
Authors:
Yuan Gao
,
Jianping Li
,
Yue Zhou

Abstract

This paper mainly completes the binary classification of RCV1 text data set by logistic regression. Based on the established logistic regression model, the performance and characteristics of three numerical optimization algorithms–random gradient descent, Mini-Batch random gradient and L-BFGS are st...

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