Data Mining Methods and Models
By (author) Daniel T. Larose
Data Mining Methods and Models by Daniel T. Larose
Book DescriptionApply powerful Data Mining Methods and Models to Leverage your Data for Actionable Results Data Mining Methods and Models provides: The latest techniques for uncovering hidden nuggets of information The insight into how the data mining algorithms actually work The hands-on experience of performing data mining on large data sets Data Mining Methods and Models: Applies a "white box" methodology, emphasizing an understanding of the model structures underlying the softwareWalks the reader through the various algorithms and provides examples of the operation of the algorithms on actual large data sets, including a detailed case study, "Modeling Response to Direct-Mail Marketing" Tests the reader's level of understanding of the concepts and methodologies, with over 110 chapter exercises Demonstrates the Clementine data mining software suite, WEKA open source data mining software, SPSS statistical software, and Minitab statistical software Includes a companion Web site, www.dataminingconsultant.com, where the data sets used in the book may be downloaded, along with a comprehensive set of data mining resources. Faculty adopters of the book have access to an array of helpful resources, including solutions to all exercises, a PowerPoint(r) presentation of each chapter, sample data mining course projects and accompanying data sets, and multiple-choice chapter quizzes. With its emphasis on learning by doing, this is an excellent textbook for students in business, computer science, and statistics, as well as a problem-solving reference for data analysts and professionals in the field. An Instructor's Manual presenting detailed solutions to all the problems in the book is available onlne.
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Book DetailsISBN: 9780471666561
(243mm x 164mm x 22mm)
Imprint: John Wiley & Sons Inc
Publisher: John Wiley and Sons Ltd
Publish Date: 17-Feb-2006
Country of Publication: United States
Books By Author Daniel T. Larose
Data Mining and Predictive Analytics, Hardback (April 2015)
Learn methods of data analysis and their application to real-world data sets This updated second edition serves as an introduction to data mining methods and models, including association rules, clustering, neural networks, logistic regression, and multivariate analysis.
Discovering Knowledge in Data, Hardback (July 2014)
The field of data mining lies at the confluence of predictive analytics, statistical analysis, and business intelligence. Due to the ever-increasing complexity and size of data sets and the wide range of applications in computer science, business, and health care, the process of discovering knowledge in data is more relevant than ever before.
Data Mining the Web, Hardback (May 2007)» View all books by Daniel T. Larose
This book introduces the reader to methods of data mining on the web, including uncovering patterns in web content (classification, clustering, language processing), structure (graphs, hubs, metrics), and usage (modeling, sequence analysis, performance). .
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Author Biography - Daniel T. Larose
DANIEL T. LAROSE, PhD, received his PhD in statistics from the University of Connecticut. An associate professor of statistics at Central Connecticut State University, he developed and directs Data Mining@CCSU, the world's first online master of science program in data mining. He has also worked as a data mining consultant for Connecticut-area companies. He is the author of Discovering Knowledge in Data: An Introduction to Data Mining (Wiley), and is currently working on the third book of his three-volume set on data mining: Data Mining the Web: Uncovering Patterns in Web Content, Structure, and Usage (with Zdravko Markov, PhD), scheduled to be published by Wiley in 2006.
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