New time series data representation ESAX for financial applications

ICDEW 2006 - Proceedings of the 22nd International Conference on Data Engineering Workshops

Volumn , Issue , 2006, Pages 17-22

  Lkhagva, Battuguldur ^a   Suzuki, Yu ^a   Kawagoe, Kyoji ^a  

^a RITSUMEIKAN UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

AGGREGATES; DISCRETE FOURIER TRANSFORMS; FINANCE; FINANCIAL DATA PROCESSING; FOURIER SERIES; SINGULAR VALUE DECOMPOSITION; TECHNICAL PRESENTATIONS; TIME SERIES;

DIMENSIONALITY REDUCTION TECHNIQUES; FINANCIAL APPLICATIONS; FINANCIAL TIME SERIES; NON TRIVIAL PROBLEMS; PIECEWISE AGGREGATE APPROXIMATION; PIECEWISE-CONSTANT APPROXIMATION; SIMILARITY SEARCHING; SYMBOLIC AGGREGATE APPROXIMATION (SAX);

DIMENSIONALITY REDUCTION;

EID: 84890514466     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDEW.2006.99     Document Type: Conference Paper

References (9)

1. Agrawal, R., Faloutsos, C., & Swami, A. "Efficient similarity search in sequence databases" Proceedings of the 4th Conference on Foundations of Data Organization and Algorithms.(1993).
2. Chan, K. & Fu, W. "Efficient time series matching by wavelets", Proceedings of the 15th IEEE International Conference on Data Engineering. (1999).
3. Lin, J., Keogh, E., Lonardi, S. & Chiu, B. "A Symbolic Representation of Time Series, with Implications for Streaming Algorithms", In proceedings of the 8th ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery. (2003).
4. Keogh, E, . Chakrabarti, K, . Pazzani, M. & Mehrotra "Dimensionality reduction for fast similarity search in large time series databases", Journal of Knowledge and Information Systems. (2000).
5. Keogh, E., Chakrabarti, K., Pazzani, M. & Mehrotra, S. "Locally adaptive dimensionality reduction for indexing large time series databases", In proceedings of ACM SIGMOD Conference on Management of Data. Santa Barbara, CA, May 21-24. pp 151-162. (2001).
6. Keogh, E., Chu, S., Hart, D. & Pazzani, M. "An Online Algorithm for Segmenting Time Series". In Proceedings of IEEE International Conference on Data Mining. pp 289-296. (2001).
7. Yi, B-K and Faloutsos, C., "Fast Time Sequence Indexing for Arbitrary Lp Norms", Proceedings of the VLDB, Cairo, Egypt, Sept, (2000).
8. Time Series Data Library. http://wwwpersonal.buseco.monash.edu.au/hyndman/TSDL/.
9. Web Page for Analysis of Financial Time Series. http://gsbwww.uchicago.edu/fac/ruey.tsay/teaching/fts/.