HanQin Cai

HanQin Cai

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


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 focuses on the theoretical and algorithmic foundations of mathematical optimization, data science, machine learning, and artificial intelligence. My current research directions include:

  • Provably efficient optimization methods for large-scale and resource-constrained settings.
  • Matrix and tensor methods for structured sampling, recovery, and inverse problems.
  • Mathematics-driven artificial intelligence, including learning-augmented algorithms, structured model design, and resource-efficient training of foundation models.
  • Data-driven modeling and discovery of patterns and dynamics in complex spatiotemporal systems.

External Grants

NSF Logo

Awards and Honors


  • Outstanding Scholarship, Creative Works, and Research (OSCaR) Award, UCF-COS, 2025
  • Senior Member, IEEE, 2024–Present