1. A new ARTMAP-based neural network for incremental learning
- Author
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Su, Mu-Chun, Lee, Jonathan, and Hsieh, Kuo-Lung
- Subjects
- *
ARTIFICIAL neural networks , *ARTIFICIAL intelligence , *ALGORITHMS , *APPROXIMATION theory - Abstract
Abstract: This paper presents a new approach to incrementally constructing a neural network that is capable of learning new information without forgetting old knowledge. The proposed neural network, called hyper-spherical ARTMAP network (HS-ARTMAP network), is a synthesis of an RBF-network-like module and an ART-like module. The HS-ARTMAP network is trained via a training algorithm similar to the training algorithm for the fuzzy ARTMAP system. To demonstrate the performance of the proposed HS-ARTMAP network, several pattern recognition and function approximation problems were tested. [Copyright &y& Elsevier]
- Published
- 2006
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