Kernel Classifiers for Time Series

10 Apr 2009 17:40

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Yet Another Placeholder.

To read:
• Marco Cuturi, Jean-Philippe Vert, Oystein Birkenes, and Tomoko Matsui, "A kernel for time series based on global alignments", cs.CV/0610033
• Scott Lenser and Manuela Veloso, "Non-Parametric Time Series Classification" [PDF preprint]
• T. Warren Liao, "Clustering of time series data---a survey", Pattern Recognition 38 (2005): 1857--1874
• Vitaly Schetinin and Joachim Schult, "Learning Polynomial Networks for Classification of Clinical Electroencephalograms", cs.AI/0504041 [Not a kernel method, at least not to judge by the abstract, but very close to the application domain we have in mind]
• Ansgar Steland, "Optimal sequential kernel detection for dependent processes", Journal of Statistical Planning and Inference 132 (2005): 131--147