Weighted Network Analysis
Applications in Genomics and Systems Biology
(Sprache: Englisch)
This book offers current methods, software and applications involved in weighted networks, reviewing data mining methods and analysis strategies and showing how to use them in practice. The self-contained presentation requires minimal knowledge of statistics.
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Produktinformationen zu „Weighted Network Analysis “
This book offers current methods, software and applications involved in weighted networks, reviewing data mining methods and analysis strategies and showing how to use them in practice. The self-contained presentation requires minimal knowledge of statistics.
Klappentext zu „Weighted Network Analysis “
High-throughput measurements of gene expression and genetic marker data facilitate systems biologic and systems genetic data analysis strategies. Gene co-expression networks have been used to study a variety of biological systems, bridging the gap from individual genes to biologically or clinically important emergent phenotypes.
Inhaltsverzeichnis zu „Weighted Network Analysis “
Preface.- Networks and fundamental concepts.- Approximately factorizable networks.- Different type of network concepts.- Adjacency functions and their topological effects.- Correlation and gene co-expression networks.- Geometric interpretation of correlation networks using the singular value decomposition.- Constructing networks from matrices.- Clustering Procedures and module detection.- Evaluating whether a module is preserved in another network.- Association and statistical significance measures.- Structural equation models and directed networks.- Integrated weighted correlation network analysis of mouse liver gene expression data.- Networks based on regression models and prediction methods.- Networks between categorical or discretized numeric variables.- Networks based on the joint probability distribution of random variables.- Index.
Bibliographische Angaben
- Autor: Steve Horvath
- 2014, 2011, XXIII, 421 Seiten, Masse: 15,7 x 23,4 cm, Kartoniert (TB), Englisch
- Verlag: Springer, Berlin
- ISBN-10: 1493900226
- ISBN-13: 9781493900220
Sprache:
Englisch
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