Research

Overview

My research focuses on the analysis of combinatorial optimization problems arising in machine learning and high-dimensional statistics. This includes:

• The design and implementation of novel optimization algorithms;

• Study of the optimization landscape of model problems and sufficient conditions for perfect recovery of structures within data;

• Applications in planetary science, astrophysics, geochemistry, biomedical analysis, neuroscience, and sports analytics.

Articles and Preprints

A collection of my journal articles and preprints can be found on my Google Scholar profile and my ORCiD profile.

Software

I contributed to the development of the accSDA and admmDensestSubmatrix R packages. A selection of other software (primarily Matlab and Python) can be found in my Github repository.