By James Wu,Stephen Coggeshall
Drawing at the authors’ twenty years of expertise in utilized modeling and knowledge mining, Foundations of Predictive Analytics provides the elemental historical past required for examining facts and development versions for lots of sensible purposes, reminiscent of client habit modeling, danger and advertising and marketing analytics, and different components. It additionally discusses a number of sensible subject matters which are often lacking from related texts.
The publication starts with the statistical and linear algebra/matrix origin of modeling equipment, from distributions to cumulant and copula services to Cornish–Fisher enlargement and different necessary yet hard-to-find statistical strategies. It then describes universal and strange linear equipment in addition to renowned nonlinear modeling methods, together with additive versions, timber, help vector computing device, fuzzy structures, clustering, naïve Bayes, and neural nets. The authors move directly to conceal methodologies utilized in time sequence and forecasting, reminiscent of ARIMA, GARCH, and survival research. in addition they current various optimization recommendations and discover a number of detailed themes, reminiscent of Dempster–Shafer theory.
An in-depth number of crucial basic fabric on predictive analytics, this self-contained publication presents the mandatory details for realizing quite a few innovations for exploratory info research and modeling. It explains the algorithmic info in the back of every one procedure (including underlying assumptions and mathematical formulations) and exhibits tips to arrange and encode information, pick out variables, use version goodness measures, normalize odds, and practice reject inference.
The book’s web site at www.DataMinerXL.com bargains the DataMinerXL software program for development predictive types. the positioning additionally contains extra examples and data on modeling.
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Additional info for Foundations of Predictive Analytics (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
Foundations of Predictive Analytics (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series) by James Wu,Stephen Coggeshall