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Concept
Node Purity
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Summary
Node Purity
is a measure of how well a node in a
Decision Tree
represents a
Single class
, with
Higher purity
indicating that the node predominantly contains
Instances of one class
. It is crucial for evaluating the
Effectiveness of splits
in
Decision Tree
s, impacting the
Model's Accuracy
and
Generalization ability
.
Concepts
Decision Trees
Gini Impurity
Entropy
Information Gain
Classification
Regression Trees
Pruning
Overfitting
Splitting Criteria
Leaf Nodes
Impurity Reduction
Relevant Degrees
Computer Science and Data Processing 50%
Probability and Statistics 30%
Computational Mathematics 20%
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