Concepedia

Yunwen Lei

YL

28

Publications

547

Citations

13

H-Index

2014

Active since

Affiliations

City University of Hong Kong(Current)

Southern University of Science and Technology

University of Birmingham

University at Albany, State University of New York

Wuhan University

Yunwen Lei is an author at City University of Hong Kong specializing in engineering, mathematical programming, and computer science.

Top concepts

EngineeringMachine LearningComputer ScienceMathematical ProgrammingData ScienceDeep LearningConvex OptimizationKnowledge DiscoveryPattern RecognitionSupervised Learning

Publications per year

2014–2023

28

Publications

28

Stochastic Gradient Descent for Nonconvex Learning Without Bounded Gradient Assumptions

Yunwen Lei, Ting Hu, Guiying Li et al. · IEEE Transactions on Neural Networks and Learning Systems · 2019 · 103 citations

Mathematical Programming, Engineering, Machine Learning +13

Data-Dependent Generalization Bounds for Multi-Class Classification

Yunwen Lei, Ürün Doǧan, Ding‐Xuan Zhou et al. · IEEE Transactions on Information Theory · 2019 · 40 citations

Mathematical Programming, Engineering, Machine Learning +18

Generalization Performance of Radial Basis Function Networks

Yunwen Lei, Lixin Ding, Wensheng Zhang · IEEE Transactions on Neural Networks and Learning Systems · 2014 · 38 citations

Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms

Yunwen Lei, Ürün Doǧan, Alexander Binder et al. · arXiv (Cornell University) · 2015 · 31 citations · Full text

Mathematical Programming, Engineering, Machine Learning +18

Fine-Grained Analysis of Stability and Generalization for Stochastic\n Gradient Descent

Yunwen Lei, Yiming Ying · arXiv (Cornell University) · 2020 · 29 citations · Full text

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