A kernel for time series based on global alignments

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn 2, Issue , 2007, Pages

  Cuturi, Marco ^a   Vert, Jean Philippe ^b   Birkenes, Øystein ^c   Matsui, Tomoko ^a  

^a INSTITUTE OF STATISTICAL MATHEMATICS   (Japan)

^b PSL RESEARCH UNIVERSITY   (France)

^c NORWEGIAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Norway)

Author keywords

Dynamic time warping; Kernel methods; Speech recognition; Support vector machines

Indexed keywords

ALGORITHMS; CONFORMAL MAPPING; DYNAMIC PROGRAMMING; SPEECH ANALYSIS; SPEECH RECOGNITION; SUPPORT VECTOR MACHINES;

DYNAMIC TIME WARPING; DYNAMIC TIME WARPING (DTW); KERNEL METHODS;

TIME SERIES ANALYSIS;

EID: 34547535371     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2007.366260     Document Type: Conference Paper

References (5)

1. H. Shimodaira, K.-I. Noma, M. Nakai, and S. Sagayama, "Dynamic time-alignment kernel in support vector machine," in Advances in NIPS14. 2002, MIT Press.
2. C. Bahlmann, B. Haasdonk, and H. Burkhardt, "On-line handwriting recognition with support vector machines: A kernel approach," in Frontiers in Handwriting Recognition, 2002, pp. 49-54.
3. Jean-Philippe Vert, Hiroto Saigo, and Tatsuya Akutsu, "Local alignment kernels for protein sequences," in Kernel Methods in Computational Biology, Bernhard Schölkopf, Koji Tsuda, and Jean-Philippe Vert, Eds. MIT Press, 2004.
4. Corinna Cortes, Patrick Haffner, and Mehryar Mohri, "Rational kernels: Theory and algorithms," JMLR, vol. 5, pp. 1035-1062, 2004.
5. Marco Cuturi, "Permanents, transportation polytopes and positive-definite kernels on histograms," in Proceedings of the 20th IJCAI 2007, to appear.