DENFIS evolve through incremental, hybrid (supervised/unsupervised), learning, and accommodate new input data, including new features, new classes, etc., through local element tuning. New fuzzy rules are created and updated during the operation of the system. At each time moment, the output of DENFIS is calculated through a fuzzy inference system based on m-most activated fuzzy rules which are dynamically chosen from a fuzzy rule set.
Run the DEMO Files:
- Mackey glass series: ./DENFIS/DENFIS_Mackey2.py
- Gas Furnace data: ./DENFIS/DENFIS_GasFurnace2.py