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--- Timezone: CEST
Creation date: 2013-05-26
Creation time: 05-37-56
--- Number of references
1
inproceedings
668
View-based cognitive map learning by an autonomous robot
Proceedings International Conference on Artificial Neural Networks (ICANN
1995
10
381-386
This paper presents a view-based approach to map learning and navigation in mazes. By means of graph theory we have shown that the view-graph is a sufficient representation for map behaviour such as path planning. A neural network for unsupervised learning of the view-graph from sequences of views is constructed. We use a modified Kohonen (1988) learning rule that transforms temporal sequence (rather than featural similarity) into connectedness. In the main part of the paper, we present a robot implementation of the scheme. The results show that the proposed network is able to support map behaviour in simple environments.
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf668.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Bülthoff
Fogelman-Soulié, F.
EC2
Paris, France
Biologische Kybernetik
Max-Planck-Gesellschaft
Paris, France
Conférence Internationale sur les Réseaux de Neurones Artificiels (ICANN '95)
2-910085-18-X
hamHAMallot
hhbHHBülthoff
pgPGeorg
bsBSchölkopf
kyasuharaKYasuhara