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

Topological Data Analysis - New Perspectives on Machine Learning - by Jesse Johnson
Open Data Science via YouTube
Analyzing Point Processes Using Topological Data Analysis
Applied Algebraic Topology Network via YouTube
MD Simulations and Machine Learning to Quantify Interfacial Hydrophobicity
Applied Algebraic Topology Network via YouTube
Topological Data Analysis of Plant-Pollinator Resource Complexes - Melinda Kleczynski
Applied Algebraic Topology Network via YouTube
Hubert Wagner - Topological Data Analysis in Non-Euclidean Spaces
Applied Algebraic Topology Network via YouTube