Drift-aware retraining with OCSVM detection achieves accuracy within about 2 to 5 percent of periodic retraining while retraining roughly 60 to 70 percent fewer models, within the tested setup.
Bertia, Basil Xavier Simon, G
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Concept Drift Detection and Adaptive Retraining of Malware Classification Models
Drift-aware retraining with OCSVM detection achieves accuracy within about 2 to 5 percent of periodic retraining while retraining roughly 60 to 70 percent fewer models, within the tested setup.