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Modified‎ ‎Step‎ ‎Size‎ ‎for‎ ‎Enhanced‎ ‎Stochastic Gradient Descent‎: ‎Convergence and Experiments

‎This paper introduces a novel approach to enhance the performance of the stochastic gradient descent (SGD) algorithm by incorporating a modified decay step size based on $\frac{1}{\sqrt{t}}$‎. ‎The proposed step size integrates a logarithmic term‎, ‎leading to the selection of smaller values in the...

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Bibliographic Details
Main Authors: Mahsa Soheil shamaee, Sajad Fathi Hafshejani
Format: Artigo
Language:Inglês
Published: University of Kashan 2024-09-01
Series:Mathematics Interdisciplinary Research
Subjects:
Online Access:https://mir.kashanu.ac.ir/article_114474_dde1b8da8db0067c294448415069d8b8.pdf
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