| Description |
1 online resource (xx, 418 pages) : illustrations |
| Contents |
Introduction to DNA microarrays / Chris Seidel -- Comparative analysis of clustering methods for microarray data / Dongziao Zhu, Mary-Lee Dequeéant, Hua Li -- Finding verified edges in genetic/gene networks : bilayer verification for network recovery in the presence of hidden confounders / Jason E. Aten -- Computational inference of biological causal networks : analysis of therapeutic compound effects / Jing Yu [and others] -- Reverse engineering gene regulatory networks with various machine learning methods / Marco Grzegorczyk, Dirk Husmeier, Adriano V. Werhli -- Statistical methods for inference of genetic networks and regulatory modules / Hongzhe Li -- A model of genetic networks with delayed stochastic dynamics / Andre S. Ribeiro -- Probabilistic boolean networks as models for gene regulation / Yufei Huang, Edward R. Dougherty -- Structural equation for identification of genetic networks / Momiao Xiong -- Detecting pathological pathways of a complex disease by a comparative analysis of networks / Frank Emmert-Streib, Matthias Dehmer -- Predicting functional modules using microarray and protein interaction data / Yu Chen, Dong Xu -- Computational reconstruction of transcriptional regulatory modules of the yeast cell cycle / Wei-Sheng Wu, Wen-Hsiung Li, Bor-Sen Chen -- Pathway-based methods for analyzing microarray data / Herbert Pang, Inyoung Kim, Hongyu Zhao -- The most probable genetic interaction networks inferred from gene expression patterns / TImothy R. Lezon [and others] |
| Summary |
This book is the first to focus on the application of mathematical networks for analyzing microarray data. This method goes well beyond the standard clustering methods traditionally used. From the contents: Understanding and Preprocessing Microarray Data; Clustering of Microarray Data; Reconstruction of the Yeast Cell Cycle by Partial Correlations of Higher Order; Bilayer Verification Algorithm; Probabilistic Boolean Networks as Models for Gene Regulation; Estimating Transcriptional Regulatory Networks by a Bayesian Network; Analysis of Therapeutic Compound Effects; Statistical Methods for Inf |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| Subject |
DNA microarrays.
|
|
Oligonucleotide Array Sequence Analysis.
|
| Form |
Electronic book
|
| Author |
Dehmer, Matthias, 1968-
|
|
Emmert-Streib, Frank.
|
| ISBN |
1281947032 |
|
3527622810 |
|
3527622829 (electronic bk.) |
|
9781281947031 |
|
9783527622818 |
|
9783527622825 (electronic bk.) |
|
(Cloth) |
|
