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Bayesian Networks in R - with Applications in Systems Biology (Paperback, 2013 ed.)
Loot Price: R2,698
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Bayesian Networks in R - with Applications in Systems Biology (Paperback, 2013 ed.)
Series: Use R!, 48
Expected to ship within 10 - 15 working days
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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.
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