Window merge neural gas for processing pattern sequences

IEEE International Conference on Neural Networks - Conference Proceedings

Volumn , Issue , 2007, Pages 2069-2074

  Estevez, Pablo A ^a,b   Zilleruelo Ramos, Ricardo ^b   Zurada, Jacek M ^a,c  

^a IEEE

^b UNIVERSITY OF CHILE   (Chile)

^c University of Louisville   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER NETWORKS; DATA PROCESSING; LEARNING SYSTEMS; MATHEMATICAL MODELS; MERGERS AND ACQUISITIONS; TIME SERIES ANALYSIS; VECTORS; WINDOWS;

JOINT CONFERENCE; NEURAL GAS;

NEURAL NETWORKS;

EID: 51749085084     PISSN: 10987576     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2007.4371277     Document Type: Conference Paper

References (12)

1. T. Kohonen, Self-Organizing Maps. Berlin, Heidelberg: Springer, 1995.
2. M. Strickert and B. Hammer, "Merge som for temporal data." Neurocomputing, vol. 64, pp. 39-72, 2005.
3. T. Voegtlin, "Recursive self-organizing maps," Neural Networks, vol. 15, no. 8-9, pp. 979-991, 2002.
4. B.Hammer, A.Micheli, N.Neubauer, A.Sperduti, M.Strickert, "Self organizing maps for time series", Proceedings of the Workshop on Self-Organizing Maps (WSOM), pp. 115-122, Paris, 2005.
5. B. Hammer, A. Micheli, A. Sperduti, M. Strickert, "Recursive self-organizing network models," Neural Networks, vol. 17, no. 8-9, pp. 1061-1085, 2004.
6. G. J. Chappell and J. G. Taylor, "The temporal Kohönen map." Neural Networks, vol. 6, no. 3, pp. 441-445, 1993.
7. P. Tiño, I. Farkas, J. van Mourik, "Dynamics and topographic organization of recursive self-organizing maps," Neural Computation, vol. 18, no. 10, pp. 2529-2567, 2006.
8. T. M. Martinetz, S. G. Bercovich, and K. J. Schulten, ""Neural-gas" network for vector quantization and its application to time-series prediction," IEEE Transactions on Neural Networks, vol. 4, pp. 558-569, 1993.
9. M. Strickert and B. Hammer, "Neural gas for sequences," In T. Yamakawa (Ed.), Proceedings of the Workshop on Self-Organizing Networks (WSOM) , pp. 53-58, Kyushu, Japan, 2003.
10. P. A. Estévez and C. J. Figueroa, "Online data visualization using the neural gas network," Neural Networks, vol. 19, no. 6, pp. 923-934, 2006.
11. J. Principe, N. Euliano, and S. Garani, "Principles and networks for self-organization in space-time," Neural Networks, vol. 15, no. 8-9, pp. 1069-1083, 2002.
12. R.J. Alcock and Y. Manolopoulos, "Time-series similarity queries employing a feature-based approach". 7th Hellenic Conference on Informatics. August 27-29. Ioannina, Greece 1999. (The data set can be downloaded from http://kdd.ics.uci.edu/databases/synthetic-control/control.html) .