Vigilance adaptation in adaptive resonance theory

Despite the advantages of fast and stable learning, Adaptive Resonance Theory (ART) still relies on an empirically fixed vigilance parameter value to determine the vigilance regions of all of the clusters in the category field (F 2 ), causing its performance to depend on the vigilance value. It woul...

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Bibliographic Details
Main Authors: MENG, Lei, TAN, Ah-hwee, WINSCH, Donald C.
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2013
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Online Access:https://ink.library.smu.edu.sg/sis_research/6085
https://ink.library.smu.edu.sg/context/sis_research/article/7088/viewcontent/VigilanceAdaptationinAdaptiveResonanceTheory_av.pdf
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Institution: Singapore Management University
Language: English