EHBOS averages univariate HBOS scores with pairwise bivariate histogram scores, improving ROC AUC over HBOS on some interaction-dependent datasets.
However, its assumption of feature independence limits its ability to detect anomalies in datasets where interactions between features are critical
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
extension 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
extension 1polarities
extend 1representative citing papers
citing papers explorer
-
Extended Histogram-based Outlier Score (EHBOS)
EHBOS averages univariate HBOS scores with pairwise bivariate histogram scores, improving ROC AUC over HBOS on some interaction-dependent datasets.