Vigilance adaptation in adaptive resonance theory

• Main Authors: MENG, Lei, TAN, Ah-hwee, WINSCH, Donald C.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Databases and Information Systems; Theory and Algorithms
• 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
• Institution: Singapore Management University

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...