Analyzing Network Data in Biology and Medicine

Analyzing Network Data in Biology and Medicine
Author: Nataša Pržulj
Publisher: Cambridge University Press
Total Pages: 647
Release: 2019-03-28
Genre: Science
ISBN: 1108386245

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The increased and widespread availability of large network data resources in recent years has resulted in a growing need for effective methods for their analysis. The challenge is to detect patterns that provide a better understanding of the data. However, this is not a straightforward task because of the size of the data sets and the computer power required for the analysis. The solution is to devise methods for approximately answering the questions posed, and these methods will vary depending on the data sets under scrutiny. This cutting-edge text introduces biological concepts and biotechnologies producing the data, graph and network theory, cluster analysis and machine learning, before discussing the thought processes and creativity involved in the analysis of large-scale biological and medical data sets, using a wide range of real-life examples. Bringing together leading experts, this text provides an ideal introduction to and insight into the interdisciplinary field of network data analysis in biomedicine.


Analyzing Network Data in Biology and Medicine
Language: en
Pages: 647
Authors: Nataša Pržulj
Categories: Science
Type: BOOK - Published: 2019-03-28 - Publisher: Cambridge University Press

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The increased and widespread availability of large network data resources in recent years has resulted in a growing need for effective methods for their analysi
Computational Network Analysis with R
Language: en
Pages: 364
Authors: Matthias Dehmer
Categories: Medical
Type: BOOK - Published: 2016-12-12 - Publisher: John Wiley & Sons

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This new title in the well-established "Quantitative Network Biology" series includes innovative and existing methods for analyzing network data in such areas a
Analyzing Network Data in Biology and Medicine
Language: en
Pages: 647
Authors: Nataša Pržulj
Categories: Language Arts & Disciplines
Type: BOOK - Published: 2019-03-28 - Publisher: Cambridge University Press

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Introduces biological concepts and biotechnologies producing the data, graph and network theory, cluster analysis and machine learning, using real-world biologi
Computational Network Analysis with R
Language: en
Pages:
Authors: Matthias Dehmer
Categories: NATURE
Type: BOOK - Published: 2016 - Publisher:

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This new title in the well-established "Quantitative Network Biology" series includes innovative and existing methods for analyzing network data in such areas a
Networks in Systems Biology
Language: en
Pages: 381
Authors: Fabricio Alves Barbosa da Silva
Categories: Computers
Type: BOOK - Published: 2020-10-03 - Publisher: Springer Nature

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This book presents a range of current research topics in biological network modeling, as well as its application in studies on human hosts, pathogens, and disea