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Statistical Data Analytics
Foundations for Data Mining, Informatics, and Knowledge Discovery, Solutions Manual
Walter W. Piegorsch (Author)
9781119030652, Wiley
Paperback / softback, published 18 December 2015
240 pages
24.4 x 17 x 1.3 cm, 0.358 kg
Solutions Manual to accompany Statistical Data Analytics: Foundations for Data Mining, Informatics, and Knowledge Discovery
A comprehensive introduction to statistical methods for data mining and knowledge discovery.
Extensive solutions 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.
Preface vii 1 Data analytics and data mining 1 2 Basic probability and statistical distributions 3 3 Data manipulation 14 4 Data visualization and statistical graphics 28 5 Statistical inference 45 6 Techniques for supervised learning: simple linear regression 65 7 Techniques for supervised learning: multiple linear regression 90 8 Supervised learning: generalized linear models 134 9 Supervised learning: classification 154 10 Techniques for unsupervised learning: dimension reduction 185 11 Techniques for unsupervised learning: clustering and association 200 References 216
Subject Areas: Mathematics [PB]
