Mining an optimal prototype from a periodic time series: An evolutionary computation-based approach

2009 IEEE Congress on Evolutionary Computation, CEC 2009

Volumn , Issue , 2009, Pages 2818-2824

  Siirtola, Pekka ^a   Laurinen, Perttu ^a   Röning, Juha ^a  

^a UNIVERSITY OF OULU   (Finland)

Author keywords

[No Author keywords available]

Indexed keywords

EVOLUTIONARY COMPUTATIONS; HIGH QUALITY; PERIODIC SIGNAL; VISUAL MINING;

CALCULATIONS; TIME SERIES;

MINING;

EID: 70450014594     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2009.4983296     Document Type: Conference Paper

References (7)

1. E. Keogh and M. Pazzani, "An enhanced representation of time series which allows fast and accurate classification, clustering and relevance feedback," in Fourth International Conference on Knowledge Discovery and Data Mining (KDD'98), R. Agrawal, P. Stolorz, and G. Piatetsky- Shapiro, Eds. New York City, NY: ACM Press, 1998, pp. 239-241. [Online]. Available: citeseer.ist.psu.edu/keogh98enhanced.html.
2. P. G. Ferreira, P. J. Azevedo, C. G. Silva, and R. M. M. Brito, "Mining approximate motifs in time series," in Discovery Science, 2006, pp. 89-101.
3. U. Baloglu and M. Kaya, "Top-down motif discovery in biological sequence datasets by genetic algorithm," Hybrid Information Technology, 2006. ICHIT'06. Vol 2. International Conference on, vol.2, pp. 103- 107, Nov. 2006.
4. F. Liu, J. Tsai, R. Chen, S. Chen, and S. Shih, "Fmga: finding motifs by genetic algorithm," Bioinformatics and Bioengineering, 2004. BIBE 2004. Proceedings. Fourth IEEE Symposium on, pp. 459-466, May 2004.
5. D. J. Hand, H. Mannila, and P. Smyth, Principles of data mining. Cambridge, MA, USA: MIT Press, 2001.
6. A. E. Eiben and J. E. Smith, Introduction to Evolutionary Computing. Springer, 2003.
7. P. Siirtola, P. Laurinen, and J. Röning, "A weighted distance measure for calculating the similarity of sparsely distributed trajectories," in ICMLA'08: Proceedings of the Seventh International Conference on Machine Learning and Applications, 2008.