Statistical Data Analytics

Foundations for Data Mining, Informatics, and Knowledge Discovery, Solutions Manual

Häftad, Engelska, 2015

AvWalter W. Piegorsch

309 kr

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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.

Produktinformation

Utgivningsdatum2015-12-18
Mått170 x 244 x 13 mm
Vikt358 g
FormatHäftad
SpråkEngelska
Antal sidor240
FörlagJohn Wiley & Sons Inc
ISBN9781119030652

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Walter W. Piegorsch, BIO5 Institute, University of Arizona, Tucson, AZ, USA is the current Editor-in-Chief of the journal Environmetrics and a previous Chairman of the American Statistical Association Section on Statistics and the Environment. Piegorsch is also an elected member of the International Statistical Institute and a Fellow of the American Statistical Association. He previously served as Joint-Editor of the Journal of the American Statistical Association and on the Board of Scientific Counselors for the U.S. National Toxicology Program.

Preface vii1 Data analytics and data mining 12 Basic probability and statistical distributions 33 Data manipulation 144 Data visualization and statistical graphics 285 Statistical inference 456 Techniques for supervised learning: simple linear regression 657 Techniques for supervised learning: multiple linear regression 908 Supervised learning: generalized linear models 1349 Supervised learning: classification 15410 Techniques for unsupervised learning: dimension reduction 18511 Techniques for unsupervised learning: clustering and association 200References 216

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