Bayesian Networks in R 在线电子书 图书标签: 统计 R 豆瓣 统计学 科普 数据处理 图模型 凌水微波
发表于2024-12-26
Bayesian Networks in R 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024
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评分Machine learning
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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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Bayesian Networks in R 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024