Weighted Network Analysis : Applications in Genomics and Systems Biology - Horvath, Steve; SpringerLink (Online service) (New York, NY : Springer New York : Imprint: Springer, 2011)
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.
Keywords: Systems biology; Bioinformatics; Human genetics; Bioinformatics .; Computational biology .; Systems Biology; Bioinformatics; Human Genetics; Computer Appl. in Life Sciences