You-Lin Chen

You-Lin Chen

PhD (2016-2021)
University of Chicago, Department of Statistics

You-Lin Chen was a statistics PhD candidate at the University of Chicago advised by Mladen Kolar. He pursues his research interests in machine learning, stochastic and non-convex optimization, high-dimensional statistics.

Personal webpage

Interests

  • Machine Learning
  • Stochastic and Non-convex Optimization
  • High-Dimensional Statistics
  • Unsupervised Representation learning
  • Dependent Data Analysis

Education

  • PhD in Statistics, 2021
    University of Chicago
  • BS in Electrical Engineering, 2014
    National Tsing Hua University

Publications

Convergence Analysis of Accelerated Stochastic Gradient Descent under the Growth Condition
You-Lin Chen, Sen Na, Mladen Kolar
Mathematics of Operations Research, 49(4), 2492–2526
arXiv DOI
Provably training overparameterized neural network classifiers with non-convex constraints
You-Lin Chen, Zhaoran Wang, Mladen Kolar
Electronic Journal of Statistics, 16(2)
arXiv DOI
Tensor Canonical Correlation Analysis With Convergence and Statistical Guarantees
You-Lin Chen, Mladen Kolar, Ruey S. Tsay
Journal of Computational and Graphical Statistics, 30(3)
Preprint Code DOI
Provably Efficient Neural Estimation of Structural Equation Model: An Adversarial Approach
Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Zhaoran Wang, Mladen Kolar
Advances in Neural Information Processing Systems 33 (NeurIPS), 2020
Preprint PDF Video