YoVDO

Generalized Morse Theory of Distance Functions to Surfaces for Persistent Homology

Offered By: Applied Algebraic Topology Network via YouTube

Tags

Persistent Homology Courses Topological Data Analysis Courses Morse Theory Courses Differential Topology Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore a groundbreaking lecture that merges three distinct theories to quantify complex shape textures. Delve into the intersection of distance fields, persistent homology, and Morse theory as applied to shape representation and analysis. Learn how this innovative approach generalizes Morse theory to Euclidean distance functions of bounded sets with smooth boundaries. Discover how transversality theory is used to prove that generic embeddings of smooth compact surfaces in R3 yield signed distance functions with finitely many non-degenerate critical points. Understand the implications of this research for creating finite barcode decompositions of signed distance persistence modules, allowing for geometric classification of birth and death points. Examine practical applications of this methodology in both simulated data using the "curvatubes" model and real-world vascular data from leukaemic samples, gaining insights into how this approach can provide new biological understanding.

Syllabus

Anna Song(06/28): Generalized Morse Theory of Distance Functions to Surfaces for Persistent Homology


Taught by

Applied Algebraic Topology Network

Related Courses

Topology for Time Series
Data Science Dojo via YouTube
Studying Fluid Flows with Persistent Homology - Rachel Levanger
Institute for Advanced Study via YouTube
Persistence Diagram Bundles- A Multidimensional Generalization of Vineyards
Applied Algebraic Topology Network via YouTube
GPU Accelerated Computation of VR Barcodes in Evaluating Deep Learning Models
Applied Algebraic Topology Network via YouTube
New Results in Computing Zigzag and Multiparameter Persistence
Applied Algebraic Topology Network via YouTube