Raul Rabadan (New York Columbia University), Andrew J. Blumberg (Austin University of Texas)

Topological Data Analysis for Genomics and Evolution

Topology in Biology

• Gebundenes Buch

Produktbeschreibung

Algebraic topology is particularly suited for the analysis of high dimensional large data sets, including those in modern biology. The book introduces geometric and topological methods, including statistics, as well as applications to biology - including cancer genetics, single cell studies and reconstructing evolutionary relationships from genomic data.

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Produktdetails

• Verlag: Cambridge University Press
• Seitenzahl: 324
• Erscheinungstermin: 16. Januar 2020
• Englisch
• Abmessung: 254mm x 180mm x 30mm
• Gewicht: 1130g
• ISBN-13: 9781107159549
• ISBN-10: 1107159547
• Artikelnr.: 56014094

Inhaltsangabe

Introduction
Part I. Topological Data Analysis: 1. Basic notions of algebraic topology
2. Topological data analysis
3. Statistics and topological inference
4. Manifold learning and metric geometry
Part II. Biological Applications: 5. Evolution, trees, and beyond
6. Cancer genomics
7. Single cell expression data
8. Three dimensional structure of DNA
9. Topological data analysis beyond genomics
10. Conclusions.