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【电子书】Statistical Data Analytics: Foundations for Data Mining, Informatics, and Knowledge Discovery by Walter W. Piegorsch(pdf)

【电子书】Statistical Data Analytics: Foundations for Data Mining, Informatics, and Knowledge Discovery by Walter W. Piegorsch(pdf) 【电子书】Statistical Data Analytics: Foundations for Data Mining, Informatics, and Knowledge Discovery by Walter W. Piegorsch(pdf)


Statistical Data Analytics Statistical Data Analytics

Foundations for Data Mining, Informatics, and Knowledge Discovery

A comprehensive introduction to statistical methods for data mining and knowledge discovery

Applications of data mining and 'big data' increasingly take center stage in our modern, knowledge-driven society, supported by advances in computing power, automated data acquisition, social media development and interactive, linkable internet software. This book presents a coherent, technical introduction to modern statistical learning and analytics, starting from the core foundations of statistics and probability. It includes an overview of probability and statistical distributions, basics of data manipulation and visualization, and the central components of standard statistical inferences. The majority of the text extends beyond these introductory topics, however, to supervised learning in linear regression, generalized linear models, and classification analytics. Finally, unsupervised learning via dimension reduction, cluster analysis, and market basket analysis are introduced.

Extensive examples using actual data (with sample R programming code) are provided, illustrating diverse informatic sources in genomics, biomedicine, ecological remote sensing, astronomy, socioeconomics, marketing, advertising and finance, among many others.


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