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Data Preparation for Data Mining Using SAS |
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: Refaat |
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: 2007 ³â |
ISBN |
: 9780123735775 |
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: 35,000 ¿ø |
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: 392 ÆäÀÌÁö |
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: 1ÆÇ |
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: Morgan Kaufmann |
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1. Introduction
2. Tasks and Data Flow
3. Review of Data Mining Modeling Techniques
4. SAS Macros: A Quick Start
5. Data Acquisition and Integration
6. Integrity Checks
7. Exploratory Data Analysis
8. Sampling and Partitioning
9. Data Transformations
10. Binning and Reduction of Cardinality
11. Treatment of Missing Values
12. Predictive Power and Variable Reduction I
13. Analysis of Nominal and Ordinal Variables
14. Analysis of Continuous Variables
15. Principal Component Analysis (PCA) 2
16. Factor Analysis
17. Predictive Power and Variable Reduction II
18. Putting it All Together
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