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Decision Tree (Building Blocks (Internal Node, Decision, Classification…
Decision Tree
Building Blocks
Internal Node
Decision, Classification Rules
Data
Levels
Leaf Node
Association rule induction
Can be a generative models of induction rules from empirical data
Optimal decision tree
,Minimizing the number of levels and take to accounts for most of the data
Attribute selection
Contingency table
Information
Gain
Information theory
Event
Entropy
Entropy for two outcomes
Conditional Entropy
Partition Entropy
Classification
Data Set
Training set
Test set