Free Download Modeling Techniques in Predictive Analytics Business Problems and Solutions with R Revised and Expanded Edition (FT Press Analytics)

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Book Details :
Published on: 2014-10-11
Released on:
Original language: English

To succeed with predictive analytics, you must understand it on three levels: Strategy and management Methods and models Technology and code This up-to-the-minute reference thoroughly covers all three categories. Now fully updated, this uniquely accessible book will help you use predictive analytics to solve real business problems and drive real competitive advantage. If you’re new to the discipline, it will give you the strong foundation you need to get accurate, actionable results. If you’re already a modeler, programmer, or manager, it will teach you crucial skills you don’t yet have. Unlike competitive books, this guide illuminates the discipline through realistic vignettes and intuitive data visualizations–not complex math. Thomas W. Miller, leader of Northwestern University’s pioneering program in predictive analytics, guides you through defining problems, identifying data, crafting and optimizing models, writing effective R code, interpreting results, and more. Every chapter focuses on one of today’s key applications for predictive analytics, delivering skills and knowledge to put models to work–and maximize their value. Reflecting extensive student and instructor feedback, this edition adds five classroom-tested case studies, updates all code for new versions of R, explains code behavior more clearly and completely, and covers modern data science methods even more effectively. All data sets, extensive R code, and additional examples available for download at http://www.ftpress.com/miller If you want to make the most of predictive analytics, data science, and big data, this is the book for you. 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 cases and challenges, 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 spatio-temporal data. You’ll learn why each problem matters, what data are relevant, and how to explore the data you’ve identified. Miller guides you through conceptually modeling each data set with words and figures; and then modeling it again with realistic R programs that deliver actionable insights. You’ll walk through model construction, explanatory variable subset selection, and validation, mastering best practices for improving out-of-sample predictive performance. Throughout, Miller employs data visualization and statistical graphics to help you explore data, present models, and evaluate performance. This edition adds five new case studies, updates all code for the newest versions of R, adds more commenting to clarify how the code works, and offers a more detailed and up-to-date primer on data science methods. Gain powerful, actionable, profitable insights about: Advertising and promotion Consumer preference and choice Market baskets and related purchases Economic forecasting Operations management Unstructured text and language Customer sentiment Brand and price Sports team performance And much more Deli Brands of America Discover Deli with a Difference! Established in 1932 Deli Brands of America has a tradition of quality and value that is unsurpassed.Your customers will taste the ... InformationWeek News Connects The Business Technology ... InformationWeek.com: News analysis and research for business technology professionals plus peer-to-peer knowledge sharing. Engage with our community. Archives - Philly.com Archives and past articles from the Philadelphia Inquirer Philadelphia Daily News and Philly.com. Online Exhibitor Planner - iebms.pittcon.org Our company is a provider of advanced sensor and chemical detection solutions based on mass spectrometry. The 1st Detect miniature mass spectrometer represents a ... Peliculotas Qu podemos decir?. En Peliculotas nos dedicamos a subir peliculas completas en espaol latino sobre todos los gneros. Disfruta y comparte. Creamies Back in the late 1950s Creamies was asked by a grade school principal to make a frozen treat with milk instead of sugar water. Creamies developed an ice milk bar made ... jobs2careers.com/click.php We would like to show you a description here but the site wont allow us. International Journal of Engineering Research and ... International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research .. PageInsider - Information about all domains Own a website? Manage your page to keep your users updated View some of our premium pages: google.com. yelp.com. yahoo.com. microsoft.com. Upgrade to a Premium Page Crude Oil Quality Association Meeting Archives This is our meeting notes and presentations that have been given at our annual Crude Oil Quality Association events.
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