Topological Data Analysis for Genomics and Evolution

Topological Data Analysis for Genomics and Evolution
Author :
Publisher : Cambridge University Press
Total Pages : 522
Release :
ISBN-10 : 9781108757492
ISBN-13 : 1108757499
Rating : 4/5 (499 Downloads)

Book Synopsis Topological Data Analysis for Genomics and Evolution by : Raul Rabadan

Download or read book Topological Data Analysis for Genomics and Evolution written by Raul Rabadan and published by Cambridge University Press. This book was released on 2019-12-19 with total page 522 pages. Available in PDF, EPUB and Kindle. Book excerpt: Biology has entered the age of Big Data. A technical revolution has transformed the field, and extracting meaningful information from large biological data sets is now a central methodological challenge. Algebraic topology is a well-established branch of pure mathematics that studies qualitative descriptors of the shape of geometric objects. It aims to reduce comparisons of shape to a comparison of algebraic invariants, such as numbers, which are typically easier to work with. Topological data analysis is a rapidly developing subfield that leverages the tools of algebraic topology to provide robust multiscale analysis of data sets. This book introduces the central ideas and techniques of topological data analysis and its specific applications to biology, including the evolution of viruses, bacteria and humans, genomics of cancer, and single cell characterization of developmental processes. Bridging two disciplines, the book is for researchers and graduate students in genomics and evolutionary biology as well as mathematicians interested in applied topology.


Topological Data Analysis for Genomics and Evolution Related Books

Topological Data Analysis for Genomics and Evolution
Language: en
Pages: 521
Authors: Raul Rabadan
Categories: Mathematics
Type: BOOK - Published: 2019-12-19 - Publisher: Cambridge University Press

GET EBOOK

An introduction to geometric and topological methods to analyze large scale biological data; includes statistics and genomic applications.
Topological Data Analysis for Genomics and Evolution
Language: en
Pages: 522
Authors: Raul Rabadan
Categories: Science
Type: BOOK - Published: 2019-12-19 - Publisher: Cambridge University Press

GET EBOOK

Biology has entered the age of Big Data. A technical revolution has transformed the field, and extracting meaningful information from large biological data sets
Topological Data Analysis with Applications
Language: en
Pages: 233
Authors: Gunnar Carlsson
Categories: Computers
Type: BOOK - Published: 2021-12-16 - Publisher: Cambridge University Press

GET EBOOK

This timely text introduces topological data analysis from scratch, with detailed case studies.
Computational Topology for Data Analysis
Language: en
Pages: 456
Authors: Tamal Krishna Dey
Categories: Mathematics
Type: BOOK - Published: 2022-03-10 - Publisher: Cambridge University Press

GET EBOOK

Topological data analysis (TDA) has emerged recently as a viable tool for analyzing complex data, and the area has grown substantially both in its methodologies
Topological Data Analysis
Language: en
Pages: 522
Authors: Nils A. Baas
Categories: Mathematics
Type: BOOK - Published: 2020-06-25 - Publisher: Springer Nature

GET EBOOK

This book gathers the proceedings of the 2018 Abel Symposium, which was held in Geiranger, Norway, on June 4-8, 2018. The symposium offered an overview of the e