2 papers
stat.AP2025
Efficient inference of dynamic gene regulatory networks using discrete penalty
Visweswaran Ravikumar, Aaresh Bhathena, Wajd N Al-Holou +2
Gene regulatory networks (GRNs) orchestrate cellular decision making and survival strategies. Inferring the structure of these networks from high-dimensional transcriptomics data i…
stat.AP2022
Efficient Inference of Spatially-varying Gaussian Markov Random Fields with Applications in Gene Regulatory Networks
Visweswaran Ravikumar, Tong Xu, Wajd N. Al-Holou +2
In this paper, we study the problem of inferring spatially-varying Gaussian Markov random fields (SV-GMRF) where the goal is to learn a network of sparse, context-specific GMRFs re…