2011-12

Journal papers

  • BORGNAT, P., FLANDRIN, P., RICHARD, C., FERRARI, A., AMOUD, H, et HONEINE, P. Time-ferquency learning machines for non-stationary detection using surrogates. In: ALI, K., SRIVASTAVA, A., WAY, M., et SCARGLE, J. Data mining and machine learning for astronomical applications. Chapman & Hall, 2012. (to appear)
  • TENG, J., SNOUSSI, H., et RICHARD, C. Distributed variational filtering for simultaneous sensor localization and target tracking in wireless sensor networks. IEEE transactions on vehicular technology, 2012.
  • PARREIRA, W., BERMUDEZ, J.-C., RICHARD, C., et TOURNERET, J.-Y. Stochastic behavior analysis of the Gaussian kernel-least-mean-square algorithm. IEEE Transactions on signal processing, 2012.
  • HONEINE, P., et RICHARD, C. Geometric unmixing of large hyperspectral images: A barycentric coordinate approach. IEEE Transactions on geoscience and remote sensing, October 2011.
  • MOURAD, F., SNOUSSI, H., KIEFFER, M., et RICHARD, C. Robust interval-based localization algorithms for mobile sensor networks. International Journal of Distributed Sensor Networks, doi: 10.1155/2012/303895, 2011.
  • CHEN, J., RICHARD, C., BERMUDEZ, J., et HONEINE, P. Non-negative least-mean-square algorithm. IEEE Transactions on signal processing, 2011, vol. 59, n°11, p. 5225-5235.
  • MANSOURI, M., SNOUSSI, H., et RICHARD, C. Optimal sensor and path selection for target tracking in wireless sensor networks. Wireless communications and mobile computing, 2011.
  • MOURAD, F., CHEHADE, H., SNOUSSI, H., YALAOUI, F., AMODEO, L., et RICHARD, C. Controlled mobility sensor networks for target tracking using ant colony optimization. IEEE transactions on mobile computing, July 2011.
  • ABDALLAH, F., LAANAYA, H., SNOUSSI, H., et RICHARD, C. Learning general Gaussian kernel of SVMs using optimization on symmetric positive-definite matrices manifold. Pattern Recognition Letters, 2011, vol. 32, n°13, p. 1511-1515.
  • HONEINE, P., et RICHARD, C. The pre-image problem in kernel-based machine learning. IEEE Signal processing magazine, special issue on « Dimensionality reduction via subspace and manifold Learning », 2011 vol.28, n°2, p. 77-88.
  • MOURAD, F., SNOUSSI, H., et RICHARD, C. Interval-based localization using RSSI comparison in MANETs. IEEE transactions on aerospace and electronic systems, 2011, vol. 47, n°4, p. 2897-2910.
  • HONEINE, P. et RICHARD, C. A closed-form solution for the pre-image problem in kernel-based machines. The Journal of Signal Processing Systems, 2011, vol. 65, n°3, p. 289-299. (invited)
  • MOURAD, F., SNOUSSI, H., ABDALLAH, F., et RICHARD, C. A robust localization algorithm for mobile sensors using belief functions. IEEE Transactions on Vehicular Technology, 2011. (RQ)
  • CHEN, J., RICHARD, C., et HONEINE, P. Nonlinear unmixing of hyperspectral data based on a linear-mixture/nonlinear-fluctuation model. IEEE Transactions on signal processing, 2012.
  • FLANDRIN, P., RICHARD, C., BORGNAT, P., AMBLARD, P.-O. et al. Stationnarité relative et approches connexes. Traitement du Signal, 2012, (invited).
  • HONEINE, P., RICHARD, C., et NGUYEN, H. Approches géométriques pour l’estimation des fractions d’abondance en traitement de données hyperspectales. Extensions aux modèles de mélange non-linéaires. Traitement du Signal, 2012, (invited).

Conference papers

  • CHEN, J., RICHARD, C., et HONEINE, P. Nonlinear unmixing of hyperspectral images with multi-kernel learning. WHISPERS’12, 4-7 June 2012, Shanghai. (submitted)
  • NGUYEN, H., RICHARD, C., HONEINE, P., et THEYS, C. Hyperspectral image unmixing using manifold learning methods. Derivations and comparative tests. IGARSS’12, 22-27 July 2012, Munich. (submitted)
  • CHEN, J., RICHARD, C., HONEINE, P., et TOURNERET, J.-Y. Prediction of rain attenuation series with discretized spectral model. IGARSS’12, 22-27 July 2012, Munich. (submitted)
  • NOUMIR, Z., HONEINE, P., et RICHARD, C. On simple one-class classification methods. IEEE ISIT’12, 1-6 July 2012, Cambridge. (submitted)
  • MOURAD, F., SNOUSSI, H., KIEFFER, M., et RICHARD, C. Robust bounded-error tracking in wireless sensor networks. SYSID’12, 11-13 July 2012, Brussels.
  • KALLAS, M., HONEINE, P., RICHARD, C., HAMOUD, H., et FRANCIS, C. Modeling electrocardiogram using Yule-Walker equations and kernel machines. ICT’12, 23-25 April 2012, Jounieh.
  • AMBLARD, P.-O., MICHEL, O., et RICHARD, C. A Gaussian process regression approach for testing Granger causality between time series data. IEEE ICASSP’12, 25-30 March 2012, Kyoto.
  • KALLAS, M., HONEINE, P., RICHARD, C. FRANCIS, C., and AMOUD, H. Prediction of time series using Yule-Walker equations with kernels. IEEE ICASSP’12, 25-30 March 2012, Kyoto.
  • LANTERI, H., THEYS, C., et RICHARD, C. Nonnegative matrix factorization with regularization and sparsity-enforcing terms. IEEE CAMSAP’11, 13-16 December 2011, Puerto Rico. (invited)
  • CHEN, J., RICHARD, C., et HONEINE. A novel kernel-based nonlinear unmixing scheme of hyperspectral images. ASILOMAR’11, 6-9 November 2011, Pacific Grove.
  • CHEN, J., RICHARD, C., BERMUDEZ, J.-C., et HONEINE, P. A modified non-negative LMS algorithm and its stochastic behavior analysis. ASILOMAR’11, 6-9 November 2011, Pacific Grove.
  • PARREIRA, W., BERMUDEZ, J.-C., RICHARD, C., et TOURNERET, J.-Y. Steady-state behavior and design of the Gaussian KLMS algorithm. EUSIPCO’11, 29 August - 2 September 2011, Bracelona.
  • CHEN, J., RICHARD, C., HONEINE, P., THEYS, C., et LANTERI, H. Online system identification with non-negativity and L1-norm constraint. Article invité à EUSIPCO’11, 29 August - 2 September 2011, Bracelona.
  • KALLAS, M., HONEINE, P., RICHARD, C., HAMOUD, H., et FRANCIS, C. Nonnegative pre-image in machine learning for pattern recognition. EUSIPCO’11, 29 August - 2 September 2011, Bracelona.
  • HONEINE, P., et RICHARD, C. Approches géométriques pour l'estimation des fractions d'abondance en traitement de données hyperspectales. Article invite à GRETSI’11, 5-8 September 2011, Bordeaux.
  • KALLAS, M., HONEINE, P., RICHARD, C., HAMOUD, H., et FRANCIS, C. Modèle autorégressif non-linéaire à noyau. Une première approche. GRETSI’11, 5-8 September 2011, Bordeaux.
  • NOUMIR, Z., HONEINE, P., et RICHARD, C. Classification multi-classes au prix d'un classifieur binaire. GRETSI’11, 5-8 September 2011, Bordeaux.
  • LECOMTE, S., LENGELLE, R., RICHARD, C., et CAPMAN, F. Machines à vecteur de support 1-classe pour la détection non supervisée d’événements sonores anormaux. GRETSI’11, 5-8 September 2011, Bordeaux.
  • LANTERI, H., THEYS, C., et RICHARD, C. Minimisation d'une forme générale de divergence sous contrainte de non-négativité. Application à la factorisation en matrices non-négatives. GRETSI’11, 5-8 September 2011, Bordeaux.
  • RICHARD, C., CHEN, J., HONEINE, P., et BERMUDEZ, J.-C. Filtrage adaptatif avec contrainte de non-négativité. Principes de l'algorithme NN-LMS et modèle de convergence. GRETSI’11, 5-8 September 2011, Bordeaux.
  • CHEN, J., RICHARD, C., et HONEINE, P. Un nouveau paradigme pour le démélange non-linéaire des images hyperspectrales. Article invite à GRETSI’11, 5-8 September 2011, Bordeaux.
  • MANSOURI, M., SNOUSSI, H., et RICHARD, C. Optimal path selection for quantized target tracking in distributed sensor networks. IWCMC’11, 5-8 July 2011, Istambul.
  • MANSOURI, M., SNOUSSI, H., et RICHARD, C. Secure quantized target tracking in wireless sensor networks. IWCMC’11, 5-8 July 2011, Istambul.
  • MOURAD, F., SNOUSSI, H., et RICHARD, C. Interval-based localization for mobile sensors in low-anchors density networks. IWCMC’11, 5-8 July 2011, Istambul.
  • MANSOURI, KHOUKHI, L., M., SNOUSSI, H., et RICHARD, C. Quantized variational filtering for target tracking and relay localization in sensor networks. IWCMC’11, 5-8 July 2011, Istambul.
  • LECOMTE, S., LENGELLE, R., RICHARD, C., et CAPMAN, F. Abnormal events detection using unsupervised one-class SVM. Application to audio surveillance and evaluation. AVSS’11, 30 August - 2 September 2011, Klagenfurt.
  • LECOMTE, S., LENGELLE, R., RICHARD, C., et CAPMAN, F. One-class support vector machines for audio abnormal events detection. IEEE SSP’11, 28-30 June 2011, Nice.
  • CHEN, J., RICHARD, C., LANTERI, H., THEYS, C., et HONEINE, P. A gradient based method for fully constrained least-squares unmixing of hyperspectral images. IEEE SSP’11, 28-30 June 2011, Nice.
  • KALLAS, M., HONEINE, P., RICHARD, C., HAMOUD, H., et FRANCIS, C. Kernel-based autoregressive modelling with a pre-image technique. IEEE SSP’11, 28-30 June 2011, Nice.
  • NOUMIR, Z., HONEINE, P., et RICHARD, C. Multiclass least squares classification at binary classification complexity. IEEE SSP’11, 28-30 June 2011, Nice.
  • MANSOURI, M., FAICEL, H., SNOUSSI, H., et RICHARD, C. Robust distributed target tracking in wireless sensor networks based on multi-objective optimization. IEEE SSP’11, 28-30 June 2011, Nice.
  • LANTERI, H., THEYS, C., RICHARD, C., et MARY, D. Regularized split gradient method for nonnegative matrix factorization. IEEE ICASSP’11, 2-27 May 2011, Prague.
  • PARREIRA, W., BERMUDEZ, J.-C., RICHARD, C., et TOURNERET, J.-Y. Stochastic behavior analysis of the Gaussian kernel least mean square algorithm. IEEE ICASSP’11, 22-27 May 2011, Prague.
  • BORGNAT, P., FLANDRIN, P., FERRARI, A., et RICHARD, C. Transitional surrogates. IEEE ICASSP’11, 22-27 May 2011, Prague.