Data Preparation for Data Mining Using SAS (The Morgan Kaufmann Series in Data Management Systems)
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- Synopsis
- Are you a data mining analyst, who spends up to 80% of your time assuring data quality, then preparing that data for developing and deploying predictive models? And do you find lots of literature on data mining theory and concepts, but when it comes to practical advice on developing good mining views find little “how to" information? And are you, like most analysts, preparing the data in SAS?This book is intended to fill this gap as your source of practical recipes. It introduces a framework for the process of data preparation for data mining, and presents the detailed implementation of each step in SAS. In addition, business applications of data mining modeling require you to deal with a large number of variables, typically hundreds if not thousands. Therefore, the book devotes several chapters to the methods of data transformation and variable selection.A complete framework for the data preparation process, including implementation details for each step.The complete SAS implementation code, which is readily usable by professional analysts and data miners.A unique and comprehensive approach for the treatment of missing values, optimal binning, and cardinality reduction.Assumes minimal proficiency in SAS and includes a quick-start chapter on writing SAS macros.
- Copyright:
- 2007
Book Details
- Book Quality:
- Publisher Quality
- Book Size:
- 424 Pages
- ISBN-13:
- 9780080491004
- Related ISBNs:
- 9780123735775
- Publisher:
- Elsevier Science
- Date of Addition:
- 05/15/21
- Copyrighted By:
- Elsevier Science & Technology
- Adult content:
- No
- Language:
- English
- Has Image Descriptions:
- No
- Categories:
- Nonfiction, Computers and Internet
- Submitted By:
- Bookshare Staff
- Usage Restrictions:
- This is a copyrighted book.