Learning topologie maps with growing neural gas

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4693 LNAI, Issue PART 2, 2007, Pages 469-476

  García Rodríguez, José ^a   Flórez Revuelta, Francisco ^a   García Chamizo, Juan Manuel ^a  

^a UNIVERSITY OF ALICANTE   (Spain)

Author keywords

Computational geometry; Robot navigation; Self organising maps; Topologie maps; Topology preservation

Indexed keywords

COMPUTATIONAL GEOMETRY; CONFORMAL MAPPING; LEARNING SYSTEMS; NEURAL NETWORKS;

DELAUNAY TRIANGULATION; ROBOT NAVIGATION; SELF-ORGANISING MAPS; TOPOLOGY PRESERVATION;

TOPOLOGY;

EID: 38049027333     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74827-4_59     Document Type: Conference Paper

References (10)

1. nd International Workshop on Pattern Recognition in Information Systems (PRIS'02), Alicante. ICEIS Press, pp. 267-276 (2001)
2. th IEEE Intern. Conference on Automatic Face and Gesture Recognition, pp. 318-323. IEEE, Inc., Washington, D.C. (2001)
3. Fritzke, B.: A Growing Neural Gas Network Learns Topologies. In: Tesauro, G., Touretzkyy, D.S., Leen, T.K. (eds.) Advances in Neural Information Processing Systems, vol. 7, pp. 625-632. MIT Press, Cambridge (1995)
4. Kohonen, T.: Self-Organising Maps. Springer, Heidelberg (1995)
5. Martinetz, T., Schulten, K.: Topology Representing Networks. Neural Networks 7(3), 507-522 (1994)
6. O'Rourke, J.: Computational Geometry in C. Cambridge University Press, Cambridge (2001)
7. Ritter, H., Schulten, K.: Topology conserving mappings for learning motor tasks. In: Neural Networks for Computing, AIP Conf. Proc. (1986)
8. Martinez, T., Ritter, H., Schulten, K.: Three dimensional neural net for learning visuomotor-condination of a robot arm. IEEE Transactions on Neural Networks 1, 131-136 (1990)
9. Nasrabati, M., Feng, Y.: Vector quantisation of images based upon kohonen self-organising feature maps. In: Proc. IEEE Int. Conf. Neural Networks, pp. 1101-1108. IEEE Computer Society Press, Los Alamitos (1998)
10. Martinez, T.: Competitive hebbian learning rule forms perfectly topology preserving maps. In: ICANN (1993)