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The Generalization Error Bound for A Stochastic Gradient Descent Family bia A Gaussian Approximation Method Cover

The Generalization Error Bound for A Stochastic Gradient Descent Family bia A Gaussian Approximation Method

International Journal of Applied Mathematics and Computer Science
Volume 35 (2025): Issue 2 (June 2025)
By: Hao Chen,  Zhanfeng Mo and  Zhouwang Yang  
Open Access
|Jun 2025

Authors

Hao Chen

yangzw@ustc.edu.cn

School of Artificial Intelligence and Data Science, University of Science and Technology of China, Hefei, China

Zhanfeng Mo

ZHANFENG001@ntu.edu.sg

School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore

Zhouwang Yang

ch330822@mail.ustc.edu.cn

School of Artificial Intelligence and Data Science, University of Science and Technology of China, Hefei, China
DOI: https://doi.org/10.61822/amcs-2025-0018 | Journal eISSN: 2083-8492 | Journal ISSN: 1641-876X
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Language: English
Page range: 251 - 266
Submitted on: Jun 3, 2024
Accepted on: Oct 16, 2024
Published on: Jun 24, 2025
Published by: University of Zielona Góra
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
stochastic gradient descent,
Gaussian approximation,
KL-divergence,
generalization bound
Related subjects:
Mathematics,
Applied mathematics

© 2025 Hao Chen, Zhanfeng Mo, Zhouwang Yang, published by University of Zielona Góra
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

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