2 papers
q-bio.QM2020
Topological Data Analysis of Collective and Individual Epithelial Cells using Persistent Homology of Loops
Dhananjay Bhaskar, William Y. Zhang, Ian Y. Wong
Interacting, self-propelled particles such as epithelial cells can dynamically self-organize into complex multicellular patterns, which are challenging to classify without a priori…
math.AT2019
Analyzing Collective Motion with Machine Learning and Topology
Dhananjay Bhaskar, Angelika Manhart, Jesse Milzman +4
We use topological data analysis and machine learning to study a seminal model of collective motion in biology [D'Orsogna et al., Phys. Rev. Lett. 96 (2006)]. This model describes…