Journal
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
Volume 34, Issue 9, Pages 6677-6678Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TNNLS.2021.3123540
Keywords
Convergence analysis; gradient descent; in-parameter-linear nonlinear learning system; weight-update stability
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This article provides comments on the derivation of weight-update stability in an in-parameter-linear nonlinear learning system with the gradient descent learning rule as described in the mentioned article. The purpose of the comments is not to discredit the overall contribution of the mentioned article, but to point out the issues that need to be addressed to prevent their proliferation.
This article is to comment on the derivation of the weight-update stability of in-parameter-linear nonlinear learning system with the gradient descent learning rule in the above article. Our comments are not to disqualify the commented article's whole contribution; however, the issues should be pointed out to avoid their proliferation.
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