Abstract Evolving fuzzy systems (EFS) have enjoyed a wide attraction in the community to handle learning from data streams an incremental, single-pass and transparent manner. The main concentration so far lied development of approaches for single EFS models, basically used prediction purposes. Forgetting mechanisms been increase their flexibility, especially purpose adapt quickly changing situa...