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Despite growing interest in data stream mining the most successfulincremental learners, such as VFDT, still use periodic recomputation to updateattribute information gains and Gini indices. This note provides simpleincremental formulas and algorithms for computing entropy and Gini index fromtime-changing data streams.

Updating Formulas and Algorithms for Computing Entropy and Gini Index from Time-Changing Data Streams