932 citations · 3.1k across the 40 of their papers we have counts for
4 papers · 1 filter
The strength of protein-protein interactions controls the information capacity and dynamical response of signaling networks
Ching-Hao Wang, Caleb J. Bashor, Pankaj Mehta
Eukaryotic cells transmit information by signaling through complex networks of interacting proteins. Here we develop a theoretical and computational framework that relates the biop…
Constrained optimization as ecological dynamics with applications to random quadratic programming in high dimensions
Pankaj Mehta, Wenping Cui, Ching-Hao Wang +1
Quadratic programming (QP) is a common and important constrained optimization problem. Here, we derive a surprising duality between constrained optimization with inequality constra…
Available energy fluxes drive a transition in the diversity, stability, and functional structure of microbial communities
Robert Marsland, Wenping Cui, Joshua Goldford +3
A fundamental goal of microbial ecology is to understand what determines the diversity, stability, and structure of microbial ecosystems. The microbial context poses special concep…
A high-bias, low-variance introduction to Machine Learning for physicists
Pankaj Mehta, Marin Bukov, Ching-Hao Wang +4
Machine Learning (ML) is one of the most exciting and dynamic areas of modern research and application. The purpose of this review is to provide an introduction to the core concept…