rswc / ml-ids

Code for our bachelor's thesis, "Intusion Detection in Imbalanced and Evolving Data Streams"
MIT License
1 stars 0 forks source link

CBCE: Buffer samples since DDM warning #24

Closed rswc closed 9 months ago

rswc commented 9 months ago

Currently, the models are just thrown out when a drift detector alarm is raised (to be reinitialized by new samples which may come after). A better approach might be to start buffering samples since a warning is raised and use them to immediately reinitialize the model after an alarm.