بِسْمِ اللَّهِ الرَّحْمَنِ الرَّحِيمِ

دانلود کتاب تجزیه و تحلیل داده های توپولوژیکی برای ژنومیک و تکامل: توپولوژی در زیست شناسی

Topological Data Analysis for Genomics and Evolution: Topology in Biology | Raul Rabadan, Andrew J. Blumberg | ISBN: 1107159547, 978-1107159549

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سال انتشار: 2020

تعداد صفحات: 522

زبان فایل: انگلیسی

فرمت فایل: pdf

حجم فایل: 28MB

ناشر: Cambridge University Press

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.