Topological data analysis for genomics and evolution : topology in biology (Book, 2020) [WorldCat.org]
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Topological data analysis for genomics and evolution : topology in biology

Author: Raúl Rabadán; Andrew J Blumberg
Publisher: Cambridge Cambridge University Press 2020
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

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  Read more...

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Document Type: Book
All Authors / Contributors: Raúl Rabadán; Andrew J Blumberg
ISBN: 9781107159549 1107159547
OCLC Number: 1135070308
Description: 501 Seiten : Illustrationen
Contents: 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.
Responsibility: Raúl Rabadán, Andrew J. Blumberg.

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'The time is right to bring new approaches to the analysis of biological data. Topological data analysis reveals the structure of data. This book shows how algebraic topology opens new doors, Read more...

 
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