The Path Kernel

Kernel methods have been used very successfully to classify data in various application domains. Traditionally, kernels have been constructed mainly for vectorial data defined on a specific vector ...

[1]  S. Chiba,et al.  Dynamic programming algorithm optimization for spoken word recognition , 1978 .

[2]  Christina S. Leslie,et al.  Fast String Kernels using Inexact Matching for Protein Sequences , 2004, J. Mach. Learn. Res..

[3]  Chih-Jen Lin,et al.  LIBSVM: A library for support vector machines , 2011, TIST.

[4]  Bernard Haasdonk,et al.  Feature space interpretation of SVMs with indefinite kernels , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[5]  David Haussler,et al.  Convolution kernels on discrete structures , 1999 .

[6]  Marco Cuturi,et al.  Fast Global Alignment Kernels , 2011, ICML.

[7]  Claus Bahlmann,et al.  Online handwriting recognition with support vector machines - a kernel approach , 2002, Proceedings Eighth International Workshop on Frontiers in Handwriting Recognition.

[8]  A. Berlinet,et al.  Reproducing kernel Hilbert spaces in probability and statistics , 2004 .

[9]  Nello Cristianini,et al.  Classification using String Kernels , 2000 .

[10]  Guoliang Luo,et al.  Representing actions with kernels , 2011, 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[11]  Thomas Philip Runarsson,et al.  Support vector machines and dynamic time warping for time series , 2008, 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence).

[12]  Tomoko Matsui,et al.  A Kernel for Time Series Based on Global Alignments , 2006, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07.

[13]  John Shawe-Taylor,et al.  Syllables and other String Kernel Extensions , 2002, ICML.

[14]  Hans Burkhardt,et al.  Invariant kernel functions for pattern analysis and machine learning , 2007, Machine Learning.

[15]  Martin D. Buhmann,et al.  Radial Basis Functions: Theory and Implementations: Preface , 2003 .

[16]  Andrew Zisserman,et al.  Efficient Visual Search of Videos Cast as Text Retrieval , 2009, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[17]  Bernhard Schölkopf,et al.  Dynamic Alignment Kernels , 2000 .

[18]  C. Watkins Dynamic Alignment Kernels , 1999 .

[19]  Nello Cristianini,et al.  An Introduction to Support Vector Machines and Other Kernel-based Learning Methods , 2000 .

[20]  Ming Li,et al.  Image Classification Via LZ78 Based String Kernel: A Comparative Study , 2006, PAKDD.