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.
|Data di pubblicazione:||2006|
|Titolo:||A Comparison between Habituation and Conscience mechanism in Self–Organizing Maps|
|Autori:||RIZZO R; CHELLA A|
|Tipologia:||Articolo su rivista|
|Citazione:||RIZZO R, & CHELLA A (2006). A Comparison between Habituation and Conscience mechanism in Self–Organizing Maps. IEEE TRANSACTIONS ON NEURAL NETWORKS, 17, 807-810.|
|Digital Object Identifier (DOI):||10.1109/TNN.2006.872354|
|Appare nelle tipologie:||01 - Articolo su rivista|