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Ensemble Learning Framework for Anomaly Detection in Autonomous Driving Systems.

Sensors (Basel) · 2025 · PMC12389909 · PMID 40871968

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a notable trendno p-value reported
A notable trend is that while some models perform exceptionally well in binary classification, their performance drops in multiclass scenarios.

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a clear trendno p-value reported
The XGBoost classifier had a clear trend, where increasing the maximum depth parameter from 4 to 6 resulted in improved accuracy, precision, and F1-score, but a drop in recall.

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Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.