Modeling Techniques in Predictive Analytics

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Today, successful firms compete and win based on analytics. Modeling Techniques in Predictive Analytics brings together all the concepts, techniques, and R code you need to excel in any role involving analytics. Thomas W. Miller’s unique balanced approach combines business context and quantitative tools, appealing to managers, analysts, programmers, and students alike. Miller addresses multiple business challenges and business cases, including segmentation, brand positioning, product choice modeling, pricing research, finance, sports, text analytics, sentiment analysis, and social network analysis. He illuminates the use of cross-sectional data, time series, spatial, and even spatio-temporal data. For each problem, Miller explains why the problem matters, what data is relevant, how to explore your data once you’ve identified it, and then how to successfully model that data. You’ll learn how to model data conceptually, with words and figures; and then how to model it with realistic R programs that deliver actionable insights and knowledge. Miller walks you through model construction, explanatory variable subset selection, and validation, demonstrating best practices for improving out-of-sample predictive performance. He employs data visualization and statistical graphics in exploring data, presenting models, and evaluating performance. All example code is presented in R, today’s #1 system for applied statistics, statistical research, and predictive modeling; code is set apart from other text so it’s easy to find for those who want it (and easy to skip for those who don’t).

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Modeling Techniques In Predictive Analytics Business Problems And Solutions With R Revised And Expanded Edition Ft Press Analytics

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Author by : Thomas W. Miller
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Modeling Techniques In Predictive Analytics Business Problems And Solutions With R By Miller Thomas W Published By Ft Press 1st First Edition 2013 Hardcover

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Modeling Techniques In Predictive Analytics Business Problems And Solutions With R Revised And Expanded Edition Ft Press Analytics 1st Edition By Miller Thomas W 2014 Hardcover

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92 Applied Predictive Modeling Techniques In R With Step By Step Instructions On How To Build Them Fast

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Modeling Techniques In Predictive Analytics Business Problems And Solutions With R By Miller Thomas W 1st First 2013 Hardcover

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Modeling Techniques In Predictive Analytics Business Problems And Solutions With R By Thomas W Miller Published October 2014

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A Practitioner S Guide To Business Analytics Using Data Analysis Tools To Improve Your Organization S Decision Making And Strategy

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