activity
20072021
most citedA high-bias, low-variance introduction to Machine Learning for physicists

932 citations · 3.1k across the 40 of their papers we have counts for

collaborators

40 papers

q-bio.PE2021★ 2 cited

Cross-feeding shapes both competition and cooperation in microbial ecosystems

Pankaj Mehta, Robert Marsland

Recent work suggests that cross-feeding -- the secretion and consumption of metabolic biproducts by microbes -- is essential for understanding microbial ecology. Yet how cross-feed…

q-bio.PE2021★ 4 cited

Understanding Species Abundance Distributions in Complex Ecosystems of Interacting Species

Jim Wu, Pankaj Mehta, David Schwab

Niche and neutral theory are two prevailing, yet much debated, ideas in ecology proposed to explain the patterns of biodiversity. Whereas niche theory emphasizes selective differen…

nlin.PS2020★ 7 cited

Arnol'd Tongues in Oscillator Systems with Nonuniform Spatial Driving

Alexander Golden, Allyson E. Sgro, Pankaj Mehta

Nonlinear oscillator systems are ubiquitous in biology and physics, and their control is a practical problem in many experimental systems. Here we study this problem in the context…

q-bio.PE2020

Tregs self-organize into a "computing ecosystem" and implement a sophisticated optimization algorithm for mediating immune response

Robert Marsland, Owen Howell, Andreas Mayer +1

Regulatory T cells (Tregs) play a crucial role in mediating immune response. Yet an algorithmic understanding of the role of Tregs in adaptive immunity remains lacking. Here, we pr…

q-bio.PE2020

Data-driven modeling reveals a universal dynamic underlying the COVID-19 pandemic under social distancing

Robert Marsland, Pankaj Mehta

We show that the COVID-19 pandemic under social distancing exhibits universal dynamics. The cumulative numbers of both infections and deaths quickly cross over from exponential gro…

q-bio.PE2019★ 68 cited

Effect of resource dynamics on species packing in diverse ecosystems

Wenping Cui, Robert Marsland, Pankaj Mehta

The competitive exclusion principle asserts that coexisting species must occupy distinct ecological niches (i.e. the number of surviving species can not exceed the number of resour…