1. Automatic modularization of anns
- Creator:
- Jakša, Rudolf
- Format:
- bez média and svazek
- Type:
- model:article and TEXT
- Subject:
- structured (or modular) neural networks, structure optimization, modularization, and adaptive critic method
- Language:
- English
- Description:
- We propose automatic modularization method for artificial neural networks (ANNs). We treat modularization as an optimization task, therefore the optimization criteria are defined and the topology capable of continuous iterative modularization is introduced. The modularization process starts with unstructured plain network topology and iteratively builds up a modular structure. Automatic modularization approach not only learns to map inputs to outputs but it also tries to discover a structure of knowledge represented by training patterns.
- Rights:
- http://creativecommons.org/publicdomain/mark/1.0/ and policy:public