Details

Statistical Data Analytics


Statistical Data Analytics

Foundations for Data Mining, Informatics, and Knowledge Discovery, Solutions Manual
1. Aufl.

von: Walter W. Piegorsch

15,99 €

Verlag: Wiley
Format: EPUB
Veröffentl.: 01.07.2015
ISBN/EAN: 9781119043638
Sprache: englisch
Anzahl Seiten: 232

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Beschreibungen

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
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.

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