HanQin Cai


Assistant Professor,
Paul N. Somerville Endowed Chair in Statistics,
Director of Data Science Lab,
Department of Statistics and Data Science,
Department of Computer Science (Joint),
University of Central Florida,
12710 Pegasus Dr,
Orlando, FL 32816, USA


IEEE Senior Member

Contact

Office:  TC2 Rm 221B
Phone: 407-823-0751
Fax:      407-823-3930
E-mail:  hqcai@ucf.edu

Education and Training

PIC Assistant Adjunct Professor (Postdoc), Department of Mathematics, University of California, Los Angeles, 2018-2022.
          Hosted by Dr. Wotao Yin
UCLA



Ph.D. in Applied Mathematical and Computational Sciences, The University of Iowa, 2018.
          Advisors: Dr. Jian-Feng Cai (Math) and
                          Dr. Weiyu Xu (ECE)
M.C.S. in Computer Science, The University of Iowa, 2017.
M.S. in Mathematics, The University of Iowa, 2014.
UCLA

Research Interests

My research interests are in the theoretical and algorithmic foundations of mathematical optimization, data science, and machine learning. More specifically, my current research focuses on six directions:

  • Provably efficient and robust non-convex algorithm for large-scale data analysis problems.
  • Fast and robust signal/image processing with incomplete and/or corrupted data.
  • Query- and computation-efficient methods for structure-aware zeroth-order optimization problems.
  • Efficient black-box adversarial attacks on neural-network-based classifiers.
  • Deep-learning augmented optimization for inverse problems.
  • Theoretical and computational foundations for modeling high-performance deep networks.

Grants

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