Книга “Mathematics of Bioinformatics” авторства He Matthew представляет собой всеобъемлющее руководство по соединению и интеграции информации, полученной с помощью математических методов, и ее применению к пониманию биологических последовательностей, структур и сетей. Каждая глава разделена на несколько разделов, основанных на темах биоинформатики и связанных с ними математических теориях и методах. Каждый раздел темы состоит из трех частей: введение в биологические проблемы в области биоинформатики; представление соответствующих тем математической теории и методов для биоинформатических проблем, введенных в первой части; интегративный обзор, который объединяет связи и интерфейсы между биоинформатическими проблемами / вопросами и математическими теориями / методами / приложениями.
In Mathematics of Bioinformatics, you will learn how to model biological systems through math, transforming data into meaning with interactive computer algorithms. This clear, comprehensive guide covers precise theories, sophisticated methods, and exciting applications in bioinformatics. With more than 20 bioinformatics case studies, this text takes you through the core mathematized issues ranging from dna/rna design to protein sequence and protein interaction analysis. The book surveys the theories of graphs, dynamic systems, linear algebra, calculus and more, exploring them with real-world biological pursuits. Topics are also presented using step-by-step algorithms (and provided in MATLAB, EES and PARI/GP), including implementing modularity measures in social networks, mixability analysis of networks, ABBA models for time-series data, and Kalman filtering for allelic frequencies. Throughout, you'll read about the difficulties, challenges, successes, and importance of working with mathematics in an applied setting, like forensic cases such as internet forensics. The mathematical and statistical equipment made possible by modern computers is combined with the methods of bioinformatics research, showing exactly where algorithms become helpful for biological measurements and estimations. And each chapter includes summaries, case studies, reference works, test problems and answers.
Электронная Книга «Mathematics of Bioinformatics. Theory, Methods and Applications» написана автором He Matthew в году.
Минимальный возраст читателя: 0
Язык: Английский
ISBN: 9780470904633
Описание книги от He Matthew
Mathematics of Bioinformatics: Theory, Methods, and Applications provides a comprehensive format for connecting and integrating information derived from mathematical methods and applying it to the understanding of biological sequences, structures, and networks. Each chapter is divided into a number of sections based on the bioinformatics topics and related mathematical theory and methods. Each topic of the section is comprised of the following three parts: an introduction to the biological problems in bioinformatics; a presentation of relevant topics of mathematical theory and methods to the bioinformatics problems introduced in the first part; an integrative overview that draws the connections and interfaces between bioinformatics problems/issues and mathematical theory/methods/applications.
