Early Classification of Multivariate Time Series Based on Piecewise Aggregate Approximation

Author:

Ma ChaoHong,Weng XiaoQing,Shan ZhongNan

Publisher

Springer International Publishing

Reference19 articles.

1. Yuan, J.D., Wang, Z.-H.: Review of time series representation and classification techniques. Comput. Sci. 42(3), 1–7 (2015)

2. Xing, Z., Pei, J., Yu, P.S.: Early prediction on time series: a nearest neighbor approach. In: Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2009), Pasadena, pp. 1297–1302, July 2009

3. Parrish, N., Anderson, H.S., Gupta, M.R., et al.: Classifying with confidence from incomplete information. J. Mach. Learn. Res. 14(1), 3561–3589 (2013)

4. Xing, Z., Pei, J., Yu, P.S., et al.: Extracting interpretable features for early classification on time series. In: Eleventh SIAM International Conference on Data Mining (SDM 2011), 28–30 April 2011, Mesa, pp. 744–757 (2011)

5. Mori, U., Mendiburu, A., Keogh, E., et al.: Reliable early classification of time series based on discriminating the classes over time. Data Min. Knowl. Disc. 31(1), 1–31 (2017)

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