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CONSTRUCTIVE GRADIENT NEURAL NETWORK
- Article from:
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Neural Network World
- Article date:
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January 1, 2005
- Author:
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Copyright informationCopyright Institute of Computer Science 2005. Provided by ProQuest LLC. (Hide copyright information)
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Abstract:
The paper deals with a description of a constructive neural network based on gradient initial setting of its weights. The network has been used as a pattern classifier of two dimensional patterns but it can be generally used to n à m associative problems. A network topology, processes of learning and retrieving, experiments and comparison to other neural networks are described.
Key words: Constructive neural networks, back propagation, corner isolation problem, learning, Cascade Correlation, Levenherg-Marquardt
Received: October 14, 2005
Revised and accepted: December 1, 2005
1. Introduction
Multilayer networks with fixed topology are the most commonly used artificial neural ...