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Chapter 1: Data Mining Patterns 7
Cluster analysis 8
K-means clustering 9
Usage 9
Example 10
K-medoids clustering 13
Usage 14
Example 15
Hierarchical clustering 18
Usage 19
Example 19
Expectation-maximization 21
Usage 21
List of model names 22
Example 23
Density estimation 27
Usage 27
Example 29
Anomaly detection 30
Show outliers 31
Example 31
Example 32
Another anomaly detection example 33
Calculating anomalies 34
Usage 34
Example 1 35
Example 2 35
Association rules 36
Mine for associations 37
Usage 37
Example 37
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