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Knowledge-Free Online Parameter Control in Accuracy-Based Classifier Systems

Accuracy-based Learning Classifier Systems (LCSs) such as XCS require careful tuning of control parameters whose effective values vary by problem, limiting their applicability outside expert hands. This paper presents four knowledge-free online parameter control mechanisms for the learning rate <inl...

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Hauptverfasser: Muhammad Iqbal, Talal Ashraf Butt, Will N. Browne
Format: Artigo
Sprache:Inglês
Veröffentlicht: IEEE 2026-01-01
Schriftenreihe:IEEE Access
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Online-Zugang:https://ieeexplore.ieee.org/document/11605089/
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