Improving Network Anomaly Detection via Choquet-Integral-Based Feature Aggregation

arXiv:2607.15389 · cs.CR, cs.LG · Submitted 2026-07-16 · Read on arXiv

Abreu Quevedo, Roger Immich, Giancarlo Lucca, Graçaliz Dimuro, Bruno L. Dalmazo

cs.CR, cs.LG

Submitted: 2026-07-16

Comments: This manuscript has been accepted for presentation at the IEEE International Symposium on Computers and Communications (ISCC 2026)

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Aggregation — 36× in this paper · explained in 1 episode
Accuracy — 24× in this paper · explained in 1 episode
Copula — 6× in this paper · explained in 2 episodes
Feature Engineering — 6× in this paper · explained in 3 episodes
Feature Selection — 6× in this paper · explained in 4 episodes
Adaptive Weighting — 4× in this paper · explained in 1 episode
Generalization — 4× in this paper · explained in 13 episodes
Aggregation Function — 2× in this paper · explained in 1 episode
Calibration — 2× in this paper · explained in 7 episodes
Consistency — 2× in this paper · explained in 3 episodes
Redundancy — 2× in this paper · explained in 2 episodes
Robustness — 2× in this paper · explained in 5 episodes
APEX — 1× in this paper · explained in 1 episode
Adaptability — 1× in this paper · explained in 1 episode
Alpha Parameter — 1× in this paper · explained in 2 episodes
Axioms — 1× in this paper · explained in 2 episodes
Computational overhead — 1× in this paper · explained in 2 episodes
Edge Devices — 1× in this paper · explained in 2 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Modular Architecture — 1× in this paper · explained in 4 episodes
Regularization — 1× in this paper · explained in 3 episodes
Time Series Forecasting — 1× in this paper · explained in 3 episodes
alpha — 1× in this paper · explained in 1 episode

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