YoVDO

Data Analysis Using Zigzag Persistence for Temporal Hypergraphs

Offered By: Applied Algebraic Topology Network via YouTube

Tags

Topological Data Analysis Courses Data Visualization Courses Time Series Analysis Courses Graph Theory Courses Mathematical Modeling Courses Social Network Analysis Courses Complex Systems Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the application of zigzag persistence from Topological Data Analysis (TDA) to study the topological evolution of time-evolving graphs and hypergraphs in this one-hour conference talk. Delve into the power of temporal hypergraphs for modeling complex systems with multi-way interactions and temporal dynamics. Learn how this innovative approach addresses the limitations of existing tools in capturing the evolving topological structure of temporal hypergraphs over time. Examine the practical applications of this pipeline through case studies in cyber security and social network datasets, gaining insights into how the topological structure of temporal hypergraph representations can reveal underlying dynamics. Discover a new perspective on data analysis that combines advanced mathematical concepts with real-world applications, enhancing your understanding of complex system evolution.

Syllabus

Audun Myers (3/5/2024): Data Analysis Using Zigzag Persistence


Taught by

Applied Algebraic Topology Network

Related Courses

Game Theory
Stanford University via Coursera
Network Analysis in Systems Biology
Icahn School of Medicine at Mount Sinai via Coursera
Visualizing Algebra
San Jose State University via Udacity
Conceptos y Herramientas para la Física Universitaria
Tecnológico de Monterrey via Coursera
Aplicaciones de la Teoría de Grafos a la vida real
Universitat Politècnica de València via UPV [X]