Customer and Business Analytics: Applied Data Mining for Business Decision Making Using R: Chapman &Hall/CRC The R Series
Autor Daniel S. Putler, Robert E. Krideren Limba Engleză Paperback – 7 mai 2012
The book offers an intuitive understanding of how different analytics algorithms work. Where necessary, the authors explain the underlying mathematics in an accessible manner. Each technique presented includes a detailed tutorial that enables hands-on experience with real data. The authors also discuss issues often encountered in applied data mining projects and present the CRISP-DM process model as a practical framework for organizing these projects.
Showing how data mining can improve the performance of organizations, this book and its R-based software provide the skills and tools needed to successfully develop advanced analytics capabilities.
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Specificații
ISBN-13: 9781466503960
ISBN-10: 1466503963
Pagini: 316
Ilustrații: 178 black & white illustrations, 20 black & white tables
Dimensiuni: 178 x 254 x 20 mm
Greutate: 0.59 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman &Hall/CRC The R Series
Locul publicării:Boca Raton, United States
ISBN-10: 1466503963
Pagini: 316
Ilustrații: 178 black & white illustrations, 20 black & white tables
Dimensiuni: 178 x 254 x 20 mm
Greutate: 0.59 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman &Hall/CRC The R Series
Locul publicării:Boca Raton, United States
Cuprins
I Purpose and Process: Database Marketing and Data Mining. A Process Model for Data Mining-CRISP-DM. II Predictive Modeling Tools: Basic Tools for Understanding Data. Multiple Linear Regression. Logistic Regression. Lift Charts. Tree Models. Neural Network Models. Putting It All Together. III Grouping Methods: Ward's Method of Cluster Analysis and Principal Components. K-Centroids Partitioning Cluster Analysis. Bibliography. Index.
Recenzii
"This book is derived from a lecture course in data mining for MBA students. … assumes very little in the way of mathematical or statistical background. The writing style is generally good, and the book should prove useful to its target audience."
—David Scott, International Statistical Review (2013), 81, 2
—David Scott, International Statistical Review (2013), 81, 2
Notă biografică
Dr. Daniel S. Putler is a Data Artisan in Residence at Alteryx, a business intelligence/analytics software company. Dr. Robert E. Krider is a professor of marketing in the Beedie School of Business at Simon Fraser University. He has also taught in Hong Kong, Shanghai, Portugal, and Germany. His research tackles questions of customer and competitor behavior in retailing and media industries.
Descriere
Showing how data mining can improve the performance of organizations, this book and its R-based software provide the skills and tools needed to successfully develop advanced analytics capabilities. It explains and demonstrates, via the accompanying open-source software, how advanced analytical tools can address various business problems. The authors also give insight into some of the challenges faced when deploying these tools. Readers can access a powerful, GUI-enhanced customized R package online as well as example data sets on the book’s website.