Experiments for feature-set search

rswc / ml-ids

Code for our bachelor's thesis, "Intusion Detection in Imbalanced and Evolving Data Streams"

MIT License

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Closed desecnd closed 8 months ago

desecnd commented 8 months ago

This adds ready-to-launch script for selecting best attribute-set in CICIDS2017. Short summary:

400k_400k cicids subset
3 feature sets: default 10, Yulianto2019, Kurniabudi2020
4 classifiers (CBCE, RBC, HT, ARF) with default params (HT as base model, DDM for CBCE)
window_size = 4k
Gmean + Rolling (Gmean, FDR, FPR, ADR)
mean as summary metric