Prototype optimization for temporarily and spatially distorted time series

AAAI Spring Symposium - Technical Report

Volumn SS-10-06, Issue , 2010, Pages 15-20

  Hartmann, Bastian ^a   Schwab, Ingo ^a   Link, Norbert ^a  

^a KARLSRUHE UNIVERSITY OF APPLIED SCIENCES   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); TIME SERIES;

EVOLUTION STRATEGIES; OPTIMIZATION APPROACH; PROTOTYPE OPTIMIZATION; REDUCING COMPUTING TIME; SEPARABILITY MEASURE; SPATIAL DISTORTION; TEMPORAL DISTORTIONS; TIME SERIES CLASSIFICATIONS;

OPTIMIZATION;

EID: 77957951986     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (13)

1. Abdulla, W.; Chow, D.; and Sin, G. 2003. Cross-words reference template for dtw-based speech recognition systems. TENCON 2003. Conference on Convergent Technologies for Asia-Pacific Region 4:1576-1579.
2. Corradini, A. 2001. Dynamic time warping for off-line recognition of a small gesture vocabulary. 82.
3. Ferreira, P.; Azevedo, P.; Silva, C.; and Brito, R. 2006. Mining approximate motifs in time series. Discovery Science 89-101.
4. Hartmann, B.; Schauer, C.; and Link, N. 2009. Worker behavior interpretation for flexible production. CESSE 2009: International Conference on Computer, Electrical, and Systems Science, and Engineering 58:494-502.
5. Itakura, F. 1975. Minimum prediction residual principle applied to speech recognition. Acoustics, Speech and Signal Processing, IEEE Transactions on 23(1):67-72.
6. Junker, H.; Amft, O.; Lukowicz, P.; and Trster, G. 2008. Gesture spotting with body-worn inertial sensors to detect user activities. Pattern Recognition 41(6):2010-2024.
7. Ko, M. H.; West, G.; Venkatesh, S.; and Kumar, M. 2008. Using dynamic time warping for online temporal fusion in multisensor systems. Inf. Fusion 9(3):370-388.
8. Kullback, S., and Leibler, R. A. 1951. On information and sufficiency. The Annals of Mathematical Statistics 22(1):79-86.
9. Mueen, A.; Keogh, E. J.; Zhu, Q.; Cash, S.; and Westover, M. B. 2009. Exact discovery of time series motifs. SDM 473-484.
10. Sakoe, H., and Chiba, S. 1978. Dynamic programming algorithm optimization for spoken word recognition. Acoustics, Speech and Signal Processing, IEEE Transactions on 26(1):43-49.
11. Schwefel, H.-P 1995. Evolution and Optimum Seeking. Sixth-Generation Computer Technology. New York: Wiley Interscience.
12. Urban, M.; Bajcsy, P.; Kooper, R.; and Lementec, J.-C. 2004. Recognition of arm gestures using multiple orientation sensors: repeatability assessment. Proceedings of the 7th International IEEE Conference on Intelligent Transportation Systems 553-558.
13. Ye, L., and Keogh, E. 2009. Time series shapelets: a new primitive for data mining. KDD '09; Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining 947-956.