Yusu Wang - Discrete Morse Graph Skeletonization & Application to Local Structures of scRNA-seq Data
Presenter
February 16, 2024
Abstract
Recorded 16 February 2024. Yusu Wang of the University of California, San Diego, presents "Discrete Morse Graph Skeletonization and Application to Analaysis of Local Structures of scRNA-seq Data" at IPAM's Mathematical Approaches for Connectome Analysis Workshop.
Abstract: In recent years, topological and geometric data analysis (TGDA) has emerged as a new and promising field for processing, analyzing and understanding complex data. In this talk, I will show how the topological objects from discrete Morse theory and persistent homology can be used to extract graph skeletons of high-dimensional point cloud data. I will then describe how the resulting graph skeletonization method can be applied to study and quantify differences in (local) structures of scRNA-seq datasets across different brain regions. This is joint work with L. Magee, R. Gala, U. Sumbul, and M. Hawrylycz.
Learn more online at: https://www.ipam.ucla.edu/programs/workshops/mathematical-approaches-for-connectome-analysis/?tab=overview