| Description |
1 online resource |
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text file |
| Note |
"An expanded and enhanced release of Decision Trees for Business Intelligence and Data Mining Using SAS Enterprise Miner"--Back cover |
| Contents |
Decision trees : what are they? -- Descriptive, predictive, and explanatory analyses -- The mechanics of decision tree construction -- Business intelligence and decision trees -- Theoretical issues in the decision tree growing process -- The integration of decision trees with other data mining approaches. |
| Bibliography |
Includes bibliographical references (pages 233-237) and index. |
| Summary |
Decision Trees for Analytics Using SAS Enterprise Miner is the most comprehensive treatment of decision tree theory, use, and applications available in one easy-to-access place. This book illustrates the application and operation of decision trees in business intelligence, data mining, business analytics, prediction, and knowledge discovery. It explains in detail the use of decision trees as a data mining technique and how this technique complements and supplements data mining approaches such as regression, as well as other business intelligence applications that incorporate tabular reports, OLAP, or multidimensional cubes. An expanded and enhanced release of Decision Trees for Business Intelligence and Data Mining Using SAS Enterprise Miner, this book adds up-to-date treatments of boosting and high-performance forest approaches and rule induction. There is a dedicated section on the most recent findings related to bias reduction in variable selection. It provides an exhaustive treatment of the end-to-end process of decision tree construction and the respective considerations and algorithms, and it includes discussions of key issues in decision tree practice. Analysts who have an introductory understanding of data mining and who are looking for a more advanced, in-depth look at the theory and methods of a decision tree approach to business intelligence and data mining will benefit from this book. |
| Language |
English. |
| Subject |
SAS (Computer file)
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SAS (Computer file) |
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Data mining -- Computer programs.
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Decision trees -- Computer programs.
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Business intelligence -- Computer programs.
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Forecasting -- Computer programs.
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Regression analysis.
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Regression Analysis |
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Exploration de données (Informatique) -- Logiciels. |
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Arbres de décision -- Logiciels. |
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Prévision -- Logiciels. |
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Analyse de régression. |
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Forecasting -- Computer programs |
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Regression analysis |
| Added Author |
Neville, Padraic.
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SAS Institute.
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| Other Form: |
Print version: De Ville, Barry. Decision trees for analytics. Cary, N.C. : SAS Institute, 2013 1612903150 (OCoLC)853063614 |
| ISBN |
9781612902524 (electronic bk.) |
|
1612902529 (electronic bk.) |
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9781629591001 |
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1629591009 |
|
1612903150 |
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9781612903156 |
| Standard No. |
9781612903156 |
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