Discovering knowledge in data : an introduction to data mining（在数据中发现知识：数据挖掘导论）
发布日期:2006-04-07 浏览次
[内容简介]
Learn Data Mining by doing data mining Data mining can be revolutionary-but only when it's done right. The powerful black box data mining software now available can produce disastrously misleading results unless applied by a skilled and knowledgeable analyst. Discovering Knowledge in Data: An Introduction to Data Mining provides both the practical experience and the theoretical insight needed to reveal valuable information hidden in large data sets. Employing a "white box" methodology and with real-worl
[目次]
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.
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