Information gain

Information gain                                     Machine Learning

noun phrase

Definition: A measure of the reduction in entropy (uncertainty) achieved by splitting data according to a feature, commonly used in decision-tree learning [Google ML Glossary].

Example in context:We now employ our cost-aware acquisition function, which makes use of an information gain based on objective space entropy.” [Iqbal et al. 2023]

Related terms: entropy reduction, mutual information (related but broader), Gini decrease

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