Incremental and Parallel Machine Learning Algorithms With Automated Learning Rate Adjustments

The existing machine learning algorithms for minimizing the convex function over a closed convex set suffer from slow convergence because their learning rates must be determined before running them. This paper proposes two machine learning algorithms incorporating the line search method, which autom...

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Bibliographic Details
Main Authors: Kazuhiro Hishinuma, Hideaki Iiduka
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-08-01
Series:Frontiers in Robotics and AI
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/frobt.2019.00077/full