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Journals | Books | Conferences |
Invited Talks
o I. Valera, F. J. R. Ruiz, L. Svensson and F. Perez-Cruz, (2015). A Bayesian Nonparametric Approach for Blind Multiuser Channel Estimation. European Signal Processing Conference. Nice (France), September.
o F. Perez-Cruz and H. Huang, (2015). A Blind Nonparametric Non-line of Sight Bias Model for Accurate Localization. Information Theory and Applications (ITA). San Diego (USA), February.
o F. J. R. Ruiz, I. Valera and F. Pérez-Cruz, (2013). A Bayesian Nonparametric Receiver for Joint Channel Estimation and Symbol Detection for Multiple Users. Information Theory and Applications (ITA). San Diego (USA), February.
o F. Pérez-Cruz, (2012). New Tools to generate predictive models for attempts suicide. XVI National Conference on Psychiatry Bilbao (Spain). September.
o F. Pérez-Cruz, (2012). Coding and Approximate Inference. Machine Learning Summer School (MLSS) La Palma (Spain). April.
o L. Salamanca, P. M. Olmos, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2012). Coding and Approximate Inference. Information Theory and Applications (ITA). San Diego (USA), February.
o F. J. R. Ruiz and F. Pérez-Cruz, (2011).Zero-error codes for the noisy-typewriter channel. Summer Research Institute Lausanne (Switzerland), June.
o F. Pérez-Cruz, (2010). Supervised Machine Learning: Its application to NESARC. 13th European Symposium on Suicide and Suicidal Behaviour Rome (Italy). September.
o P. M. Olmos, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2010). Analyzing the Maxwell Decoder for LDPC Codes in Binary Erasure Channels. Information Theory and Applications (ITA). San Diego (USA), February.
o M. Fresia, F. Pérez-Cruz, H.V. Poor and S. Verdú, (2009). Joint Source-Channel Coding with Concatenated LDPC Codes. Information Theory and Applications (ITA). San Diego (USA), February.
o F. Pérez-Cruz, M. Rodrigues and S. Verdú, (2009). Optimal Precoding for Multiple-Input Multiple-Output Gaussian Channels . Seminar PIIRS, Princeton (USA), April.
o F. Pérez-Cruz, (2006). Supervised Classification: SVM. AERFAI Summer School on Action and Object Classification Techniques in Digital Images Granada (Spain), June.
o F. Pérez-Cruz, (2005). Support Vector Machines. Tutorial at the Spanish Organization of Pattern Recognition and its Applications. Córdoba (Spain), January.
o F. Pérez-Cruz, Z. Ghahramani and M. Pontil, (2004). Kernel conditional graphical models. Workshop on Graphical Models and Kernels, Advances in Neural Information Processing Systems, Whistler (Canada), December.
o F. Pérez-Cruz and A. Artés-Rodríguez, (2004). Speeding up the IRWLS convergence to the SVM solution. (slides) Special Session on Least Squares Support Vector Machines, International Joint Conference in Neural Networks (IJCNN), Budapest (Hungary), July.
o J.M. García-Cabellos, C. Peláez-Moreno, A. Gallardo-Antolín, F. Pérez-Cruz and F. Díaz-de-María (2004). SVM Classifiers for ASR: a discussion about parameterization. Special Session on Nonlinear Speech Processing, European Signal Processing Conference (EUSIPCO), Vienna (Austria), September.
o O. Bousquet and F. Pérez-Cruz, (2003).Kernel methods and their applications to signal processing. Special Session on Support Vector Machines and Kernels Techniques in Signal Processing, International Conference in Acoustic Speech and Signal Processing (ICASSP), Hong Kong (China), April.
o F. Pérez-Cruz and A. Artés-Rodríguez, (2002). Adaptive SVC for nonlinear channel equalization. Special Session on Nonlinear Techniques for Channel Equalization, European Signal Processing Conference (EUSIPCO), Toulouse (France), September.
o F. Pérez-Cruz, (2002). ASVC for communications, Learning’02. Madrid (Spain), October.
2015
o I. Valera, F. J. R. Ruiz, L. Svensson and F. Perez-Cruz, (2015) Infinite Factorial Dynamical Model Advances in Neural Information Processing 29. Montreal (Canada), December.
o U. G. Acer, A. Boran, C. Forlivesi, W. Liekens, F. Perez-Cruz and F. Kawsar, (2015) Sensing WiFi Network for Personal Object Analytics International Conference on Internet of Things. Seoul (Korea). October.
o M. Dashi, S. Yiu, S. Yousefi, F. Perez-Cruz and H. Claussen (2015) RSSI Localization with Gaussian Processes and Tracking. IEEE Globecom. San Diego (CA), December.
2014
o F. J. R. Ruiz, I. Valera and F. Perez-Cruz, (2014) Infinite Factorial Unbounded Hidden Markov Model For Blind Multiuser Channel Estimation 4th International Workshop on Cognitive Information Processing. Copenhagen (Denmark), May.
o C. G. Taborda, D. Guo and F. Perez-Cruz, (2014). New Information-Estimation Results for the Poisson and Binomial Models. IEEE International Symposium on Information Theory. Honolulu (HI), July.
o J. Cespedes, P. M. Olmos, M. Sanchez-Fernandez and F. Perez-Cruz, (2014). LDPC-coded MIMO systems with EP-based soft-decisions. IEEE International Symposium on Information Theory. Honolulu (HI), July.
2013
o F. J. R. Ruiz, I. Valera, C. Blanco and F. Perez-Cruz, (2013) Bayesian Nonparametric Comorbidity Analysis of Psychiatric Disorders 9th Conference on Bayesian Nonparametric. Amsterdam (The Netherlands), June.
o L. Salamanca, P. M. Olmos, J. J. Murillo-Fuentes and F. Perez-Cruz, (2012). Improving the BP estimate over the AWGN channel using Tree-structured expectation propagation. IEEE International Symposium on Information Theory. Istambul (Turkey), July.
2012
o F. J. R. Ruiz, I. Valera, C. Blanco and F. Perez-Cruz, (2012) Bayesian Nonparametric Modeling of Suicide Attempts Advances in Neural Information Processing 26. Lake Tahoe (USA), December.
o P. M. Olmos, L. Salamanca, J. J. Murillo-fuentes and F. Perez-Cruz, (2012). Finite-length performance of spatially-coupled LDPC codes under TEP decoding. IEEE Information Theory Workshop. Lausanne (Switzerland), September.
o C. G. Taborda and F. Perez-Cruz, (2012). Derivative of the Relative Entropy over the Poisson and Binomial channel. IEEE Information Theory Workshop. Lausanne (Switzerland), September.
o P. M. Olmos, L. Salamanca, J. J. Murillo-Fuentes and F. Perez-Cruz, (2012). Finite-length analysis of the TEP decoder for LDPC ensembles over the BEC. IEEE International Symposium on Information Theory. Cambridge (MA), July.
o C. G. Taborda and F. Perez-Cruz, (2012). Mutual Information and Relative Entropy over the Binomial and Negative Binomial Channels. IEEE International Symposium on Information Theory. Cambridge (MA), July.
o N. O'Mahony and F. Perez-Cruz, (2012). A Novel Sequential Bayesian Approach to GPS Acquisition. 3rd Workshop on Cognitive Information Processing (CIP). Vigo (Spain). May.
2011
o P. M. Olmos, L. Salamanca, J. J. Murillo-Fuentes and F. Perez-Cruz, (2011). An Application of Tree-Structured Expectation Propagation for Channel Decoding. Advances in Neural Information Processing 25. Granada (Spain), December.
o F. J. R. Ruiz and F. Perez-Cruz, (2011). Zero-error codes for the noisy-typewriter channel. IEEE Information Theory Workshop. Paraty (Brazil), October.
o L. Salamanca, P. M. Olmos, J. J. Murillo-Fuentes and F. Perez-Cruz, (2011). MAP decoding for LDPC codes over the Binary Erasure Channel. IEEE Information Theory Workshop. Paraty (Brazil), October.
o P. M. Olmos, J. J. Murillo-Fuentes and F. Perez-Cruz, (2011). Capacity Achieving LDPC Ensembles for the TEP Decoder in Erasure Channels. IEEE International Symposium on Information Theory. St. Petersburg (Russian Fed), August.
o S. Goparaju, R. Calderbank, W. Carson, M. Rodrigues and F. Pérez-Cruz, (2011). When to Add Another Dimension when Communicating over MIMO Channels. International Conference in Acoustic Speech and Signal Processing (ICASSP). Praha (Check Republic), May.
2010
o L. Salamanca, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2010). Bayesian BCJR for Channel Equalization and Decoding. IEEE Machine Learning for Signal Processing (MLSP). Kittila (Finland), August.
o P. M. Olmos, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2010). Tree-structure Expectation Propagation for Decoding LDPC codes over Binary Erasure Channels. IEEE International Symposium on Information Theory (ISIT). Austin (TX), July.
o L. Salamanca, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2010). Channel Decoding with a Bayesian Equalizer. IEEE International Symposium on Information Theory (ISIT). Austin (TX), July.
2009
o P. M. Olmos, J. J. Murillo-Fuentes and F. Pérez-Cruz, (2009). Soft LDPC decoding in nonlinear channels with Gaussian processes for classification. European Signal Processing Conference (EUSIPCO), Glasgow (Scotland), August.
o F. Pérez-Cruz and S. Kulkarni, (2009). Distributed Least Square for Consensus Building in Sensor Networks. IEEE International Symposium on Information Theory (ISIT). Seoul (Korea), July.
o M. Fresia, F. Pérez-Cruz and H.V. Poor, (2009). Optimized Concatenated LDPC Codes for Joint Source-Channel Coding. IEEE International Symposium on Information Theory (ISIT). Seoul (Korea), July.
2008
o F. Pérez-Cruz, (2008). Estimation of Information Theoretic Measures for Continuous Random Variables. Advances in Neural Information Processing Systems 21 (NIPS). Vancouver (Canada), December.
o F. Pérez-Cruz, (2008). Kullback-Leibler Divergence Estimation of Continuous Distributions. IEEE International Symposium on Information Theory (ISIT). Toronto (Canada), July.
o F. Pérez-Cruz, M. Rodrigues and S. Verdú, (2008). Optimal Precoding for Digital Subscriber Lines. International Conference on Communications (ICC), Beijing (China), May.
o R. Santiago-Mozos, R. Fernández-Lorenzana, F. Pérez-Cruz and A. Artés-Rodríguez, (2008). On the Uncertainty in Sequential Hypothesis Testing . 5th IEEE International Symposium on Biomedical Imaging (ISBI), Paris (France), May.
o M. Rodrigues, F. Pérez-Cruz and S. Verdú, (2008). Optimal Input Covariance for Multiple-Input Multiple-Output Gaussian Channels with Arbitrary Inputs. IEEE Information Theory Workshop (ITW), Porto (Portugal), May.
2007
o F. Pérez-Cruz, M. Rodrigues and S. Verdú, (2008). Generalized Mercury/WaterŞlling for Multiple-Input Multiple-Output Channels. 45th Annual Al lerton Conference on Communi- cation, Control, and Computing, Allerton (Illinois, USA), September.
o F. Pérez-Cruz, P. Martínez-Olmos and J. J. Murillo-Fuentes, (2007). Accurate Posterior Probability Estimates for Channel Equalization Using Gaussian Processes for Classification. VIII IEEE Workshop on Signal Processing Advances in Wireless Communications, Helsinki (Finland), May.
2006
o R. Solera-Ureña, F. Pérez-Cruz and F. Díaz de María, (2006). Estimación de Probabilidades a Posteriori en SVMs Multiclase para Reconocimiento de Habla Continua. IV Jornadas de Tecnología del Habla, Zaragoza (Spain), November.
o S. Caro, F. Pérez-Cruz and J. J. Murillo-Fuentes, (2006).Gaussian processes for regression in channel equalization. European Signal Processing Conference (EUSIPCO), Firenze (Italy), September.
o F. Pérez-Cruz and J. J. Murillo-Fuentes, (2006). Gaussian processes for digital communications. International Conference in Acoustic Speech and Signal Processing (ICASSP), Toulouse (France), May.
2005
o J. J. Murillo-Fuentes, S. Caro and F. Pérez-Cruz, (2005). Gaussian processes for multiuser detection in CDMA receivers. Advances in Neural Information Processing Systems 18 (NIPS). Vancouver (Canada), December.
o F. Perez-Cruz, S. Zourlidouand Z. Ghahramani, (2005). Dirichlet prior for Bayesian GARCH. Workshop on Machine Learning in Finance at NIPS'05, Whistler (Canada), December.
2004
o F. Pérez-Cruz, M. Lázaro and A. Artés-Rodríguez, (2004). Multidimensional SVM to include the samples of the derivative in the reconstruction of a function. European Signal Processing Conference (EUSIPCO), Vienna (Austria), September.
o F. Pérez-Cruz, A. R. Figueiras-Vidal and A. Artés-Rodríguez, (2004). Double chunking for solving SVMs for very large datasets. Learning'04, Elche (Spain), October.
2003
o J. Arenas-García and F. Pérez-Cruz, (2003).Multi-class support vector machines a new approach. International Conference in Acoustic Speech and Signal Processing (ICASSP), Hong Kong (China), April.
o R. Santiago-Mozos, J. M. Leiva-Murillo, F. Pérez-Cruz and A. Artés-Rodríguez, (2003). Supervised-PCA and SVM classifiers for object detection in infrared images. IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Miami (USA), July.
o M. Lázaro, I Santamaría, F. Pérez-Cruz and A. Artés-Rodríguez (2003). Support vector machine for the simultaneous approximation of a function and its derivatives. IEEE Neural Network for Signal Processing (NNSP),Toulouse (France), September.
2002
o F. Pérez-Cruz and A. Artés-Rodríguez, (2002). Puncturing multi-class support vector machines. International Conference on Artificial Neural Networks (ICANN), Madrid (Spain), August.
o F. Pérez-Cruz, G. Camps, E. Soria, J. Pérez, A. R. Figueiras-Vidal and A. Artés-Rodríguez, (2002). Multi-dimensional function approximation and regression estimation. International Conference on Artificial Neural Networks (ICANN), Madrid (Spain), August.
o S. Salcedo-Sanz, M. de Prado-Cumplido, F. Pérez-Cruz y C. Bousoño-Calzón, (2002).Feature selection via genetic optimization. International Conference on Artificial Neural Networks (ICANN), Madrid (Spain), August.
o R. Gil-Pita, M. Rosa-Zurera and F. Pérez-Cruz, (2002). Improving lossy Image compression wavelet transform algorithms by predicting discarded coefficients. European Signal Processing Conference (EUSIPCO), Toulouse (France), September.
o J. M. Leiva-Murillo, R. Santiago-Mozos, F. Pérez-Cruz and A. Artés-Rodríguez, (2002). Comparison of supervised feature extraction methods for multispectral images. Learning’02. Madrid (Spain), October.
o F. Pérez-Cruz, J. A. Afonso-Rodríguez, and J. Giner-Rubio (2002). Estimating GARCH models using the support vector machine. Learning’02.Madrid (Spain), October.
2001
o F. Pérez-Cruz and Javier Giner-Rubio (2001). The Support vector machine and its application in finance. Applications of Physics in Financial Analysis, London (UK), December.
o G. Camps, E. Soria, J Pérez, F. Pérez-Cruz, A.R. Figueiras-Vidal and A. Artés-Rodríguez (2001). A profile-dependant kernel-based regression for cyclosporine concentration prediction. Workshop on new Direction on Kernel Based Methods at NIPS'01, Whistler (Canada), December.
o A. Navia-Vázquez, F. Pérez-Cruz, A. Artés-Rodríguezand A. R. Figueiras-Vidal, (2001). Unbiased support vector classifier. IEEE Neural Network for Signal Processing (NNSP), Boston (USA), September.
o F. Pérez-Cruz and A. Artés-Rodríguez, (2001). An IRWLS procedure for u-SVR, International Conference in Acoustic Speech and Signal Processing (ICASSP), Salt Lake City (USA), May.
2000
o F. Pérez-Cruz, P. Alarcón-Diana, A. Navia-Vázquez and A. Artés-Rodríguez, (2000). Fast training of support vector classifiers. Advances in Neural Information Processing Systems 13 (NIPS), Denver (USA), November.
o F. Pérez-Cruz and A. Artés Rodríguez, (2000). Iterative re-weighted least square procedure for SVM. NIPS'00 Workshop New Perspectivesin Kernel-Based Learning Methods at NIPS'00, Breckenridge (USA), November.
o F. Pérez-Cruz and A. Artés Rodríguez, (2000). Adaptive support vector machine.NIPS'00 Workshop New Perspectivesin Kernel-Based Learning Methods at NIPS'00, Breckenridge (USA), November.
o F. Pérez-Cruz, A. Navia-Vázquez, P. Alarcón-Diana and A. Artés-Rodríguez, (2000). An IRWLS procedure for SVR. European Signal Processing Conference (EUSIPCO), Tampere (Finland), September.
o F. Pérez-Cruz, P. Alarcón-Diana and A. Artés-Rodríguez, (2000). Recurrent support vector classifier for channel equalization. Learning'00, Madrid (Sapin), September.
o F. Pérez-Cruz, A. Navia-Vázquez, P. Alarcón-Diana and A. Artés-Rodríguez, (2000). Support vector classifier with hyperbolic tangent penalty function. International Conference in Acoustic Speech and Signal Processing (ICASSP). Istanbul(Turkey), June.
1999
o F. Pérez-Cruz, A. Navia-Vázquez, J. L. Rojo-Álvarez and A. Artés-Rodríuez, (1999). A new training algorithm for support vector machines. Fifth Bayona Workshop on Emerging Technologies in Telecommunications, Baiona (Spain), September.
1998
o J. L. Rojo-Álvarez, F. Pérez-Cruz, S. Haykin and Antonio Artés-Rodríguez, (1998). Probability density estimation with support vector method . Learning'98, Madrid (Spain), June.
o F. J. González-Serrano, F. Pérez-Cruz and A. Artés Rodríguez, (1998). Reduced-complexity decision-feedback equalizers for nonlinear channels. European Signal Processing Conference (EUSIPCO), Rhodes (Greece), April.