P. Flandrin, Time-Frequency/Time-Scale Analysis, 1998.

J. Xiao, P. Borgnat, P. Flandrin, and C. Richard, Testing Stationarity with Surrogates - A One-Class SVM Approach, 2007 IEEE/SP 14th Workshop on Statistical Signal Processing, pp.720-724, 2007.
DOI : 10.1109/SSP.2007.4301353
URL : https://hal.archives-ouvertes.fr/ensl-00175481

P. Borgnat, P. Flandrin, P. Honeine, C. Richard, and J. Xiao, Testing Stationarity With Surrogates: A Time-Frequency Approach, IEEE Transactions on Signal Processing, vol.58, issue.7, 2009.
DOI : 10.1109/TSP.2010.2043971
URL : https://hal.archives-ouvertes.fr/ensl-00475929

J. Shawe-taylor and N. Cristianini, Kernel Methods for Pattern Analysis, 2004.
DOI : 10.1017/CBO9780511809682

V. Vapnik, The Nature of Statistical Learning Theory, 1995.

P. Honeine, C. Richard, P. Flandrin, and J. Pothin, Optimal Selection of Time-Frequency Representations for Signal Classification: a Kernel-Target Alignment Approach, 2006 IEEE International Conference on Acoustics Speed and Signal Processing Proceedings, pp.476-479, 2006.
DOI : 10.1109/ICASSP.2006.1660694

P. Honeine and C. Richard, Signal-Dependent Time-Frequency Representations for Classification using a Radially Gaussian Kernel and the Alignment Criterion, 2007 IEEE/SP 14th Workshop on Statistical Signal Processing, pp.735-739, 2007.
DOI : 10.1109/SSP.2007.4301356

P. Honeine, C. Richard, and P. Flandrin, Time-Frequency Learning Machines, IEEE Transactions on Signal Processing, vol.55, issue.7, pp.3930-3936, 2007.
DOI : 10.1109/TSP.2007.894252
URL : https://hal.archives-ouvertes.fr/ensl-00118896

J. Theiler, S. Eubank, A. Longtin, B. Galdrikian, and J. D. Farmer, Testing for nonlinearity in time series: the method of surrogate data, Physica D: Nonlinear Phenomena, vol.58, issue.1-4, pp.77-94, 1992.
DOI : 10.1016/0167-2789(92)90102-S

D. M. Tax and R. P. Duin, Support vector domain description, Pattern Recognition Letters, vol.20, issue.11-13, pp.11-13, 1999.
DOI : 10.1016/S0167-8655(99)00087-2

T. F. Cox and M. A. Cox, Multidimensional scaling on a sphere, Communications in Statistics - Theory and Methods, vol.40, issue.9, pp.2943-2953, 1991.
DOI : 10.1080/03610918408812362

R. Pless and I. Simon, Embedding images in non-flat spaces, Proc. International Conference on Imaging Science, Systems and Technology, pp.182-188, 2002.