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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

D. P.

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Open access 2025

Robustness-Aware Machine Learning for Network Intrusion Detection under Feature and Distribution Variations Using UNSW-NB15

Network intrusion-detection models are commonly evaluated with a fixed training and testing configuration. Such an evaluation does not fully show how a classifier behaves when feature values or class distributions change. This paper evaluates the robustness of a Random Forest model using the UNSW-NB15 dataset. The expe...

D. P., H. S · 0 citations
Open access 2026

Explainable Machine Learning for Suspicious Network Traffic Detection Using the UNSW-NB15 Dataset

The SHAP analysis identifies the transformed network attributes that contribute most strongly to attack predictions and illustrates how individual records can be explained, which adds an interpretability layer to conventional network-traffic classification and can support analystoriented investigation of suspicious eve...

D. P., H. S. · 0 citations

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