Title :
A simple learning algorithm for growing ring SOM and its application to TSP
Author :
Sasamura, Hiroki ; Ohta, Ryuji ; Saito, Toshimichi
Author_Institution :
Dept. of EECE, Hosei Univ., Tokyo, Japan
Abstract :
This paper presents a simple learning algorithm for self-organizing maps having ring topology and considers its application to TSP. The algorithm has only two control parameters and the map structure can grow by occasional inspection of the teaming history. Some experimental results suggest that this simple algorithm enables the map to extract feature of input data and to find almost optimal solution of the TSP.
Keywords :
feature extraction; self-organising feature maps; travelling salesman problems; unsupervised learning; TSP; feature extraction; growing ring SOM; learning algorithm; map structure; ring topology; self organizing maps; travelling salesman problem; Counting circuits; Data compression; Data mining; Feature extraction; History; Inspection; Optimal control; Self organizing feature maps; Speech recognition; Topology;
Conference_Titel :
Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
Print_ISBN :
981-04-7524-1
DOI :
10.1109/ICONIP.2002.1202828