Integrating Data-Driven Segmentation, Local Feature Extraction and Fisher Kernel Encoding to Improve Time Series Classification

Author:

Huang Weiping,Yue Boxuan,Chi Qinghua,Liang Jun

Funder

National Natural Science Foundation of China

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computer Networks and Communications,General Neuroscience,Software

Reference28 articles.

1. Berndt DJ, Clifford J (1994) Using dynamic time warping to find patterns in time series. In: Working notes of the knowledge discovery in databases workshop

2. Shen J et al (2016) A novel similarity measure model for multivariate time series based on LMNN and DTW. Neural Process Lett 2016:1–13

3. Weinberger KQ, Saul LK (2009) Distance metric learning for large margin nearest neighbor classification. J Mach Learn Res 2009(10):207–244

4. Vlachos M, Kollios G, Gunopulos D (2002) Discovering similar multidimensional trajectories. In: International conference on data engineering

5. Batista GE et al (2014) CID: an efficient complexity-invariant distance for time series. Data Min Knowl Discov 2014(28):634–669

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