Gaussian Processes

Juan José Murillo Fuentes

Publications

• P. M. Olmos, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2009). Joint Nonlinear Channel Equalization and Soft LDPC Decoding with Gaussian Processes. IEEE Transactions on Signal Processing, Vol. 58, N. 3, pp. 1183 - 1192, March 2010.
• P. M. Olmos, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2009). Gaussian Processes and its Application to the design of Digital Communication Receivers. In Machine Learning, Edited by V. Kodric. In-Tech, Forthcoming.
• J. J. Murillo-Fuentes and F. Pérez-Cruz, (2009). Gaussian Process Regressors for Multiuser Detection in DS-CDMA Systems. IEEE Transactions on Communications, 57(8):2339-2347, August.
• Pablo M. Olmos, Juan José Murillo-Fuentes; Fernando Pérez-Cruz, “Soft LDPC decoding in nonlinear channels with Gaussian processes for classification” European Signal Processing Conference (EUSIPCO 2009). Glasgow, UK. 24-28 Ago 2009. pp 1641-1645.
• F. Pérez-Cruz, J. J. Murillo-Fuentes and S. Caro, (2008). Nonlinear Channel Equalization with Gaussian Processes for Regression. IEEE Transactions on Signal Processing, 56(10-2):5283-5286, October.
• F. Pérez-Cruz and J. J. Murillo-Fuentes, (2008). Digital Communication Receivers Using Gaussian Processes for Machine Learning. Journal on Advances in Signal Processing. Vol 2008. doi:10.1155/2008/491503.
• Sebastián Caro, Juan José Murillo-Fuentes, Fernando Pérez-Cruz. “Gaussian Processes for Regression In Channel Equalization”. European Signal Processing Conference (EUSIPCO 2006). Florence, Italy. Sep 2006.
• Fernando Pérez-Cruz, Juan José Murillo-Fuentes, “Gaussian Processes for Digital Communications”. IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP'2006).  Vol V. PP 781-784. ISSN: 1520-6149. ISBN: 1-4244-0469-X.  Toulouse, France.  14-19 May 2006.
• Fernando Pérez-Cruz, Sebastián Caro, Juan José Murillo-Fuentes, “Gaussian Processes for Multiuser Detection in CDMA receivers” NIPS2005. Advances in Neural Information Processing Systems 18. Editores Y. Weiss, B. Schölkopf and J. Platt. MIT Press.Cambridge, MA 2005. Pp 939-946. Vancouver .Canada . 6-9 Dic 2005.

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