Cascade ARTMAP: Integrating neural computation and symbolic knowledge processing

• Main Author: TAN, Ah-hwee
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 1997
• Subjects: ARTMAP; hybrid system; promotor recognition; rule extraction; rule insertion; rule refinement; Databases and Information Systems; OS and Networks; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/5241; https://ink.library.smu.edu.sg/context/sis_research/article/6244/viewcontent/Cascade20ARTMAP_TNN97.pdf
• Institution: Singapore Management University

This paper introduces a hybrid system termed cascade adaptive resonance theory mapping (ARTMAP) that incorporates symbolic knowledge into neural-network learning and recognition. Cascade ARTMAP, a generalization of fuzzy ARTMAP, represents intermediate attributes and rule cascades of rule-based know...