Analysis of subsequence time-series clustering based on moving average

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2009, Pages 902-907

  Ohsaki, Miho ^a   Nakase, Masakazu ^a   Katagiri, Shigeru ^a  

^a DOSHISHA UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

K-MEANS CLUSTERING; MOVING AVERAGES; PATTERN EXTRACTION; SINUSOIDAL PATTERNS; SLIDING WINDOW; TIME DOMAIN; TIME-SERIES DATA;

CLUSTER ANALYSIS;

TIME SERIES ANALYSIS;

EID: 77951183589     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2009.147     Document Type: Conference Paper

References (8)

1. Chen, J., Making Clustering in Delay-vector Space Meaningful, Knowl. Inf. Syst., vol.11, no.3, pp.369-385 (2007).
2. Fujimaki, R., et al., Theoretical Analysis of Subsequence Time-Series Clustering from a Frequency-Analysis Viewpoint, SIAM Int'l Conf. on Data Mining, pp.506-517 (2008).
3. Glass, J. and Zue, V., Multi-Level Acoustic Segmentation of Continuous Speech, IEEE Int'l Conf. on Acoust., Speech, and Sig. Proc, pp.429-432 (1988).
4. Goldin, D., et al., In Search of Meaning for Time Series Subsequence Clustering: Matching Algorithms Based on a New Distance Measure, ACM Int'l Conf. on Inf. Knowl. Management, pp.347-356 (2006).
5. Ide, T, Why Does Subsequence Time-Series Clustering Produce Sine Waves?, Euro. Conf. on Machine Learning and Euro. Conf. on Principles and Practice of Knowl. Discovery in Databases, pp.609-616 (2006).
6. Keogh, E., et al., Clustering of Time Series Subsequences is Meaningless: Implications for Previous and Future Research, IEEE Int'l Conf. on Data Mining, pp. 115-122 (2003), Knowl. Inf. Syst., vol.8, no.2, pp. 154-177 (2005).
7. Peker, K, Subsequence Time Series (STS) Clustering Techniques for Meaningful Pattern Discovery, IEEE Int'l Conf. on Integration of Knowl. Intensive Multi-Agent Syst., pp.360-365 (2005).
8. Simon, G., et al., Unfolding Preprocessing for Meaningful Time Series Clustering, Neural Networks, vol.19, pp.877-888 (2006).