Table 1 Overview of adaptive security modeling approaches and limitations.
From: Mathematical modeling of adaptive information security strategies using composite behavior models
Model type | Behavioral focus | Adaptability level | Primary limitation |
|---|---|---|---|
Signature/rule-based3 | Static threat pattern | Low | Ineffective against a zero-day attack |
Statistical anomaly7 | Simple heuristics | Moderate | High false positives in noisy data |
Strategic interaction | Moderate | Often assume fixed player strategies | |
Data-driven pattern | High | Requires large labeled datasets and explainability issues |
