Soledad Villar's repositories
scGeneFit-python
Python code for genetic marker selection using linear programming
kmeans_sdp
Implementation of kmeans SDP and experiments from paper: Clustering subgaussian mixtures by semidefinite programming. Dustin Mixon, Soledad Villar, Rachel Ward
Differentiable-Sparse-Subset-Selection
Differentiable Sparse Subset Selection by Norm Penalties
AdversarialAttack
Capstone project - produce and evaluate adversarial attacks
clustering_certificate
Implementation of certificate for k-means optimality based on algorithm from paper: Probably certifiably correct k-means clustering. https://arxiv.org/pdf/1509.07983v2.pdf
ott
Optimal Transport tools implemented with the JAX framework, to get auto-diff, parallel and jit-able computations.
SqueezeFit
proof of concept code for https://arxiv.org/abs/1812.02768 (requires Matlab and CVX)