Title :
Recurrent autoassociative networks and holistic computations
Author :
Stoianov, Ivelin
Author_Institution :
Dept. Alfa-Inf., Groningen Univ., Netherlands
Abstract :
Presents an experimental study of holistic computations over distributed representations (DRs) of sequences developed by recurrent autoassociative networks (RANs). Three groups of holistic operators are studied: extracting symbols at fixed positions, extracting symbols at variable positions, and reversing strings. Success with those operators and the very good generalization achieved pave the way for holistic linguistic transformations. Also, it brings a better understanding of the structure of the DRs developed by the RANs
Keywords :
associative processing; generalisation (artificial intelligence); mathematical operators; recurrent neural nets; sequences; symbol manipulation; distributed representations; fixed positions; generalization; holistic computations; holistic linguistic transformations; holistic operators; recurrent autoassociative networks; sequences; string reversal; symbol extraction; variable positions; Art; Computer networks; Data mining; Decoding; Distributed computing; Kalman filters; Neural networks; Radio access networks; Roads; Testing;
Conference_Titel :
Neural Networks, 2000. IJCNN 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on
Conference_Location :
Como
Print_ISBN :
0-7695-0619-4
DOI :
10.1109/IJCNN.2000.861535
