Abstract
In this letter, a preliminary study of habituation in self-organizing networks is reported. The habituation model implemented allows us to obtain a faster learning process and better clustering performances. The habituable neuron is a generalization of the typical neuron and can be used in many self-organizing network models. The habituation mechanism is implemented in a SOM and the clustering performances of the network are compared to the conscience learning mechanism that follows roughly the same principle but is less sophisticated.
Lingua originale | English |
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pagine (da-a) | 807-810 |
Numero di pagine | 4 |
Rivista | IEEE Transactions on Neural Networks |
Volume | 17 |
Stato di pubblicazione | Published - 2006 |
All Science Journal Classification (ASJC) codes
- ???subjectarea.asjc.1700.1712???
- ???subjectarea.asjc.1700.1706???
- ???subjectarea.asjc.1700.1705???
- ???subjectarea.asjc.1700.1702???