Algebraic Foundations for Applied Topology and Data Analysis

Algebraic Foundations for Applied Topology and Data Analysis portes grátis

Algebraic Foundations for Applied Topology and Data Analysis

Schenck, Hal

Springer International Publishing AG

11/2022

224

Dura

Inglês

9783031066634

15 a 20 dias

Descrição não disponível.
Preface.- 1. Linear Algebra Tools for Data Analysis.- 2. Basics of Algebra: Groups, Rings, Modules.- 3. Basics of Topology: Spaces and Sheaves.- 4. Homology I: Simplicial Complexes to Sensor Networks.- 5. Homology II: Cohomology to Ranking Problems.- 6. Persistent Algebra: Modules over a PID.- 7. Persistent Homology.- 8. Multiparameter Persistent Homology.- 9. Derived Functors and Spectral Sequences.- Appendix A. Examples of Software Packages.- Bibliography.
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applied algebra;computational algebra;applied topology;data analysis;algebraic topology;computational mathematics