Browsing by Author "Tan, Ah-Hwee"

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Browsing by Author "Tan, Ah-Hwee"

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  • Adaptive Resonance Associative Map: A Hierarchical ART System for Fast Stable Associative Learning
    Tan, Ah-Hwee (Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems, 1992-02)
    This paper introduces a new class of predictive ART architectures, called Adaptive Resonance Associative Map (ARAM) which performs rapid, yet stable heteroassociative learning in real time environment. ARAM can be visualized ...
  • A Memory Model for Concept Hierarchy Representation and Commonsense Reasoning
    Soon, Hui-Shin Vivien; Tan, Ah-Hwee (Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems, 1993-01)
    Most associative memory models perform one level mapping between predefined sets of input and output patterns1 and are unable to represent hierarchical knowledge. Complex AI systems allow hierarchical representation of ...
  • Rule Extraction: From Neural Architecture to Symbolic Representation
    Carpenter, Gail A.; Tan, Ah-Hwee (Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems, 1994-02)
    This paper shows how knowledge, in the form of fuzzy rules, can be derived from a supervised learning neural network called fuzzy ARTMAP. Rule extraction proceeds in two stages: pruning, that simplifies the network structure ...
  • Rule Extraction, Fuzzy ARTMAP, and Medical Databases
    Carpenter, Gail A.; Tan, Ah-Hwee (Boston University Center for Adaptive Systems and Department of Cognitive and Neural Systems, 1993-01)
    This paper shows how knowledge, in the form of fuzzy rules, can be derived from a self-organizing supervised learning neural network called fuzzy ARTMAP. Rule extraction proceeds in two stages: pruning removes those ...