DataMining
1
Data Mining
2
Introduction
2.1
Bootstrapping
2.1.1
Python for Bootstrapping
2.2
Adjusting p-values
2.2.1
Python code for FDR
2.3
Transaction data
2.4
Association Analysis
2.4.1
Python code for Association Analysis
3
Decision Trees
3.1
Classification Trees
3.1.1
Python Classification Trees
3.2
Regression Trees
3.2.1
Regression trees in Python
3.3
Recursive partitioning with partykit
3.3.1
Python for Conditional Inference Decision Trees
3.4
Model Reliance
4
Clustering
4.1
Kmeans
4.1.1
K-Means in Python
4.2
Hierarchical Clustering
4.2.1
Python for Hierarchical Clustering
4.3
DBSCAN
4.3.1
DBSCAN in Python
4.4
Variable Clustering
4.4.1
Variable Clustering in Python
5
Other Topics
5.1
K-nearest neighbors
5.1.1
K-nn in Python
5.2
MDS
5.2.1
MDS in Python
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Data Mining
Data Mining
Dr. Susan Simmons
2025-10-21
Chapter 1
Data Mining