Book contents
- Frontmatter
- Dedication
- Contents
- List of Contributors
- Preface
- Introduction
- Part I Topological Data Analysis
- 1 Basic Notions of Algebraic Topology
- 2 Topological Data Analysis
- 3 Statistics and Topological Inference
- 4 Dimensionality Reduction, Manifold Learning, and Metric Geometry
- Part II Biological Applications
- Appendix A Algorithms in Topological Data Analysis
- Appendix B Introduction to Population Genetics
- Appendix C Molecular Phylogenetics
- References
- Index
4 - Dimensionality Reduction, Manifold Learning, and Metric Geometry
from Part I - Topological Data Analysis
Published online by Cambridge University Press: 18 November 2019
- Frontmatter
- Dedication
- Contents
- List of Contributors
- Preface
- Introduction
- Part I Topological Data Analysis
- 1 Basic Notions of Algebraic Topology
- 2 Topological Data Analysis
- 3 Statistics and Topological Inference
- 4 Dimensionality Reduction, Manifold Learning, and Metric Geometry
- Part II Biological Applications
- Appendix A Algorithms in Topological Data Analysis
- Appendix B Introduction to Population Genetics
- Appendix C Molecular Phylogenetics
- References
- Index
Summary
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- Topological Data Analysis for Genomics and EvolutionTopology in Biology, pp. 235 - 270Publisher: Cambridge University PressPrint publication year: 2019
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