Steve Horvath 
Weighted Network Analysis [PDF ebook] 
Applications in Genomics and Systems Biology

Sokongan

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.

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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.

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Bahasa Inggeris ● Format PDF ● Halaman-halaman 421 ● ISBN 9781441988195 ● Saiz fail 8.4 MB ● Penerbit Springer New York ● Bandar raya NY ● Negara US ● Diterbitkan 2011 ● Muat turun 24 bulan ● Mata wang EUR ● ID 2150600 ● Salin perlindungan Social DRM

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