What is incremental data mining and why is it important?

Incremental data mining updates models continuously as new data arrives.

Unlike batch mining, incremental mining updates models without retraining from scratch. This is essential for streaming data environments where data arrives continuously. It reduces computational cost and allows models to adapt to changing patterns such as user behavior or sensor streams.