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Parallel Decomposition of Persistence Modules Through Interval Bases

Offered By: Applied Algebraic Topology Network via YouTube

Tags

Persistence Modules Courses Parallel Algorithms Courses Computational Mathematics Courses Algebraic Topology Courses Persistent Homology Courses Topological Data Analysis Courses

Course Description

Overview

Explore a 51-minute conference talk on parallel decomposition of persistence modules through interval bases. Delve into an innovative algorithm for decomposing finite-type persistence modules with field coefficients into interval bases. Discover how this construction yields standard persistence pairs in Topological Data Analysis (TDA) and generates special sets inducing interval decomposition. Learn about the distributed computation of this basis across persistence module steps and its applicability to general persistence modules on fields. Examine a parallel algorithm for building persistent homology modules using Hodge decomposition, highlighting the connection between TDA and the Hodge Laplacian. Follow the presentation's structure, covering the introduction, main theorem, graphical representations, key points, harmonics, and comparisons with other approaches. Gain insights into parameterized vector spaces and the potential implications for future research in applied algebraic topology.

Syllabus

Introduction
Theme
Main theorem
Question
Graphical
Main idea
Mechanism
Building an adapted basis
Key points
Harmonics
Conclusion
Comparison with other approaches
Parameterized vector spaces


Taught by

Applied Algebraic Topology Network

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