I am a first year Ph.D. student in the David R. Cheriton School of Computer Science at University of Waterloo, advised by Prof. Kimon Fountoulakis. I am a member of OpAL lab. I work on optimization and machine learning problems on graphs. Previously, I obtained a Master of Mathematics in the Department of Combinatorics & Optimization, where I worked with Prof. Ricardo Fukasawa.

Research interests

  • Computation and optimization on graphs and hypergraphs
  • Regularization and inductive biases
  • Graph analytics, machine learning, scientific computing

Publications

Parallel and Communication Avoiding Least Angle Regression
Swapnil Das, James Demmel, Kimon Fountoulakis, Laura Grigori, Michael W. Mahoney, Shenghao Yang
SIAM Journal on Scientific Computing, to appear, 2021
Targeted Pandemic Containment Through Identifying Local Contact Network Bottlenecks
Shenghao Yang, Priyabrata Senapati, Di Wang, Chris T. Bauch, Kimon Fountoulakis
arXiv:2006.06939
p-Norm Flow Diffusion for Local Graph Clustering
Kimon Fountoulakis, Di Wang, Shenghao Yang
The Thirty-seventh International Conference on Machine Learning (ICML 2020)
Split Cuts from Sparse Disjunctions
Ricardo Fukasawa, Laurent Poirrier, Shenghao Yang
Mathematical Programming Computation, vol 12, pp.295-335, 2020

Talks

Targeted Pandemic Containment Through Identifying Local Contact Network Bottlenecks

p-Norm Flow Diffusion for Local Graph Clustering