Title :
A comparative investigation of the RePART neural network in pattern recognition tasks
Author :
De Paula, Anne Magály Canuto ; de Medeiros Santos, A.
Author_Institution :
Dept. of Inf. & Appl. Math., Fed. Univ. of Rio Grande do Norte, Natal, Brazil
Abstract :
This work presents a comparative investigation of the performance of the RePART model with the ARTMAP-IC model, when applied to two tasks of pattern recognition. Such investigation has as its main objective to verify whether the RePART model presents higher recognition rate than the performance presented by the other model. Also, a statistical method is applied to the results of the neural networks in order to analyse the significance from a statistical point of view of the neural network performances.
Keywords :
ART neural nets; multilayer perceptrons; pattern recognition; statistical analysis; ARTMAP-IC model; RePART neural network; multilayer perceptrons; pattern recognition; statistical method; Artificial intelligence; Artificial neural networks; Biological neural networks; Image databases; Informatics; Intelligent networks; Mathematics; Neural networks; Pattern recognition; Statistical analysis;
Conference_Titel :
Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
Print_ISBN :
0-7803-8359-1
DOI :
10.1109/IJCNN.2004.1380998
