Sleep spindle detection by using merge neural gas

WSOM 2007 - 6th Int. Workshop on Self-Organizing Maps

Volumn , Issue , 2007, Pages

  Estévez, Pablo A ^a   Zilleruelo Ramos, Ricardo ^a   Hernández, Rodrigo ^a   Causa, Leonardo ^a   Held, Claudio M ^a  

^a UNIVERSITY OF CHILE   (Chile)

Author keywords

EEG; Neural gas; Self organizing maps; Sleep spindles

Indexed keywords

NEURAL GAS; PROJECTION METHOD; SHORT TIME FOURIER TRANSFORMS; SLEEP SPINDLE DETECTION; SLEEP SPINDLES; TWO-DIMENSIONAL MAP;

CONFORMAL MAPPING; ELECTROENCEPHALOGRAPHY; FREQUENCY BANDS; SELF ORGANIZING MAPS;

SLEEP RESEARCH;

EID: 84893489937     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. N. Acir and C. Guzelis, "Automatic recognition of sleep spindles in EEG by using artificial neural networks.," Expert Systems with Applications, Vol. 27, pp. 451-458, 2004.
2. G. J. Chappell and J. G. Taylor, "The temporal Kohönen map.," Neural Networks, Vol. 6, no. 3, pp. 441-445, 1993.
3. 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.
4. P. A. Estévez, C.M. Held, C.A. Holzmann, C.A. Perez, J.P. Perez, J. Heiss, M. Garrido, P. Peirano, "Polysomnographic pattern recognition for automated classification of sleep-waking states in infants," Medical & Biological Engineering & Computing, Vol. 40, pp. 105-113, 2002.
5. P.A. Estevez, R. Zilleruelo-Ramos, and J.M. Zurada, "Window merge neural gas for processing pattern sequences," Proceedings of the Int. Joint Conference on Neural Networks (IJCNN), Orlando, USA, 2007 (accepted).
6. D. Gorur, U. Halici, H. Aydin, G. Ongun, F. Ozgen, and K. Leblebiciouglu, "Sleep spindles detection using short time Fourier transform and neural networks," Proceedings of the Int. Joint Conference on Neural Networks (IJCNN), Vol. 2, pp. 1631-1636, 2002.
7. B. Hammer, A. Micheli, A. Sperduti, M. Strickert, "Recursive self-organizing network models," Neural Networks, Vol. 17, no. 8-9, pp. 1061-1085, 2004.
8. 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.
9. C.M. Held, J. Heiss, P. A. Estévez, C.A. Perez, M. Garrido, C. Algarin, P. Peirano, "Extracting fuzzy rules from polysomnographic recordings for infant sleep classification," IEEE Transactions on Biomedical Engineering, Vol. 53, pp. 1954-1962, 2006.
10. T. Kohonen, Self-Organizing Maps. Berlin, Heidelberg: Springer, 1995.
11. A. König, "Interactive visualization and analysis of hierarchical neural projections for data mining," IEEE Transactions on Neural Networks, V. 11, N 3, pp. 615-624, 2000.
12. 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.
13. J.W. Sammon, "A nonlinear mapping for data structure analysis," IEEE Transactions on Computers, V. C-18, pp. 401-409, 1969.
14. S.V. Schonwald, G.J.L. Gerhardt, E.L. de Santa-Helena, and M.L.F. Chaves, "Characteristics of human EEG sleep spindles assessed by Gabor transform.," Physica A, Vol. 327, pp. 180-184, 2003.
15. M. Strickert and B. Hammer, "Merge som for temporal data.," Neurocomputing, Vol. 64, pp. 39-72, 2005.
16. 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.
17. T. Voegtlin, "Recursive self-organizing maps," Neural Networks, Vol. 15, no. 8-9, pp. 979-991, 2002.