Research

I am generally interested in problems that involve a good amount of probability and mathematics. Lately, I find problems in theoretical machine learning and deep learning very interesting. Previously, I have worked on a variety of problems, including inverse problems with tensor models and distributed learning with differential privacy.

Papers

• Low-Rank Phase Retrieval with Structured Tensor Models
  Supplementary Notes: TSPR Implementation Details
  Supplementary Results: Live Video Reconstruction
  S. Kwon, X. Li, A. D. Sarwate
  in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022.

• Privacy-Preserving Quality Control of Neuroimaging Data in Federated Environments
  D.K. Saha, V. D. Calhoun, Y. Du, Z. Fu, S.R. Panta, S. Kwon, A. D. Sarwate, S. M. Plis
  in Organization for Human Brain Mapping (OHBM), 2021.

• Learning Predictors from Multidimensional Data with Tensor Factorizations
  S. Kwon, A. D. Sarwate
  in Rutgers Aresty Undergraduate Research Journal, 2021.

• Demo: Hands-Free Human Activity Recognition Using Millimeter-Wave Sensors
  S. Kwon, S. Yang, X. Yang, W. Saleh, S. Patel, C. Mathews, Y. Chen
  in IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN), 2019.

Posters

• Low-Rank Phase Retrieval with Structured Tensor Models
  S. Kwon, X. Li, A. D. Sarwate
  at IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022.

• Visualizing Neuroimaging Data Located at Different Sites with Privacy Guarantees
  D.K. Saha, V. D. Calhoun, Y. Du, Z. Fu, S.R. Panta, S. Kwon, A. D. Sarwate, S. M. Plis
  at Organization for Human Brain Mapping (OHBM), 2021.

• Learning Predictors from Multidimensional Data with Tensor Factorizations
  S. Kwon, A. D. Sarwate
  at Rutgers University, J.J Slade Honors Research Symposium, 2020.

• Towards Tensor Regression with Applications in Neuroimaging Data Analysis
  S. Kwon, A. D. Sarwate
  at Rutgers University, ECE Research Day, 2019.

• Hands-Free Human Activity Recognition Using Millimeter-Wave Sensors
  S. Kwon, S. Yang, X. Yang
  at MIT Undergraduate Technology Research Conference, 2019.

• mmWave-based Human Activity Recognition
  S. Kwon, S. Yang, X. Yang, W. Saleh, S. Patel, C. Mathews, Y. Chen
  at IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN), 2019.

Theses

• Optimization Problems with Low-Dimensional Tensor Structure
  Soo Min Kwon
  Rutgers University-New Brunswick, 2022.