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Bayesian Networks in R

Name: Bayesian Networks in R
Brand: Springer-Verlag New York Inc.
SKU: 01428548
Price: 31601 HUF
Availability: InStock
Author: Radhakrishnan Nagarajan
ISBN: 9781461464457

Radhakrishnan Nagarajan

Marco Scutari

Sophie L

Language

English

Book Paperback

Libristo code: 01428548

Publishers Springer-Verlag New York Inc., April 2013

Bayesian Networks in R with Applications in Systems Biology is unique as it introduces the reader to... Full description

Libristo code: 01428548

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Bayesian Networks in R with Applications in Systems Biology is unique as it introduces the reader to the essential concepts in Bayesian network modeling and inference in conjunction with examples in the open-source statistical environment R. The level of sophistication is also gradually increased across the chapters with exercises and solutions for enhanced understanding for hands-on experimentation of the theory and concepts. The application focuses on systems biology with emphasis on modeling pathways and signaling mechanisms from high-throughput molecular data. Bayesian networks have proven to be especially useful abstractions in this regard. Their usefulness is especially exemplified by their ability to discover new associations in addition to validating known ones across the molecules of interest. It is also expected that the prevalence of publicly available high-throughput biological data sets may encourage the audience to explore investigating novel paradigms using the approaches presented in the book.