Time-Series Motif

A Time-Series Motif is a frequent set of similar (or identical) time series subsequences.

• • …
• Counter-Example(s):
  • a Time Series Point.
• See: Frequent Itemset Pattern, Time-Series Analysis, Time Series.

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References

2009

• (Mueen et al., 2009) ⇒ Abdullah Mueen, Eamonn J. Keogh, and Nima Bigdely Shamlo. (2009). “Finding Time Series Motifs in Disk-Resident Data.” In: Proceedings of the Ninth IEEE International Conference on Data Mining (ICDM 2009). doi:10.1109/ICDM.2009.15
  • QUOTE: Time series motifs are sets of very similar subsequences of a long time series.

2002

• (Patel et al., 2002) ⇒ Pranav Patel, Eamonn Keogh, Jessica Lin, and Stefano Lonardi. (2002). “Mining Motifs in Massive Time Series Databases.” In: Proceedings of ICDM Conference (ICDM 2002). doi:10.1109/ICDM.2002.1183925

2001

• Höppner, F. (2001). Discovery of temporal patterns -- learning rules about the qualitative behavior of time series. In: Proceedings of the 5th European Conference on Principles and Practice of Knowledge Discovery in Databases.
  • Refers to them as: frequent patterns.

1998

• Das, G., Lin, K., Mannila, H., Renganathan, G. & Smyth, P. (1998). Rule discovery from time series. In: Proceedings of the 4th Int'l Conference on Knowledge Discovery and Data Mining. New York, NY, Aug 27-31. pp 16-22.
  • Refers to them as: primitive shapes.

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