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Discovering Knowledge in Data: An Introduction to Data Mining
ISBN: 978-0-471-66657-8
Hardcover
240 pages
November 2004
US $87.95 Add to Cart

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  • Description
  • Table of Contents
  • Author Information
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Preface.

1. An Introduction to Data Mining.

2. Data Preprocessing.

3. Exploratory Data Analysis.

4. Statistical Approaches to Estimation and Prediction.

5. k-Nearest Neighbor.

6. Decision Trees.

7. Neural Networks.

8. Hierarchical and k-Means Clustering.

9. Kohonen networks.

10. Association Rules.

11. Model Evaluation Techniques.

Epilogue: "We've Only Just Begun".

Index.

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