Fernando Perez-Cruz
Fernando Perez-Cruz
Chief Data Scientist Swiss Data Science Center (ETH)
Dirección de correo verificada de sdsc.ethz.ch - Página principal
TítuloCitado porAño
SVM multiregression for nonlinear channel estimation in multiple-input multiple-output systems
M Sánchez-Fernández, M de-Prado-Cumplido, J Arenas-García, ...
IEEE transactions on signal processing 52 (8), 2298-2307, 2004
2092004
Deep models under the GAN: information leakage from collaborative deep learning
B Hitaj, G Ateniese, F Perez-Cruz
Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications …, 2017
2042017
MIMO Gaussian channels with arbitrary inputs: Optimal precoding and power allocation
F Pérez-Cruz, MRD Rodrigues, S Verdú
IEEE Transactions on Information Theory 56 (3), 1070-1084, 2010
1982010
Multioutput support vector regression for remote sensing biophysical parameter estimation
D Tuia, J Verrelst, L Alonso, F Pérez-Cruz, G Camps-Valls
IEEE Geoscience and Remote Sensing Letters 8 (4), 804-808, 2011
1682011
Kullback-Leibler divergence estimation of continuous distributions
F Pérez-Cruz
2008 IEEE international symposium on information theory, 1666-1670, 2008
1512008
Methods for feature selection in a learning machine
JAE Weston, A Elisseeff, B Schoelkopf, F Pérez-Cruz
US Patent 7,318,051, 2008
1452008
Feature selection and transduction for prediction of molecular bioactivity for drug design
J Weston, F Pérez-Cruz, O Bousquet, O Chapelle, A Elisseeff, B Schölkopf
Bioinformatics 19 (6), 764-771, 2003
1282003
Kernel methods and their potential use in signal processing
F Pérez-Cruz, O Bousquet
IEEE Signal Processing Magazine 21 (3), 57-65, 2004
1192004
Multi-dimensional function approximation and regression estimation
F Pérez-Cruz, G Camps-Valls, E Soria-Olivas, JJ Pérez-Ruixo, ...
International conference on artificial neural networks, 757-762, 2002
1132002
Gaussian processes for nonlinear signal processing: An overview of recent advances
F Pérez-Cruz, S Van Vaerenbergh, JJ Murillo-Fuentes, M Lázaro-Gredilla, ...
IEEE Signal Processing Magazine 30 (4), 40-50, 2013
1022013
Estimating garch models using support vector machines*
F Pérez-Cruz, JA Afonso-Rodriguez, J Giner
Quantitative Finance 3 (3), 163-172, 2003
942003
Advances in learning theory: methods, models, and applications
JAK Suykens
IOS Press, 2003
942003
Weighted least squares training of support vector classifiers leading to compact and adaptive schemes
A Navia-Vazquez, F Pérez-Cruz, A Artes-Rodriguez, AR Figueiras-Vidal
IEEE Transactions on Neural Networks 12 (5), 1047-1059, 2001
862001
An IRWLS procedure for SVR
F Pérez-Cruz, A Navia-Vázquez, PL Alarcón-Diana, A Artés-Rodríguez
2000 10th European Signal Processing Conference, 1-4, 2000
792000
Joint source and channel coding
M Fresia, F Perez-Cruz, HV Poor, S Verdu
IEEE Signal Processing Magazine 27 (6), 104-113, 2010
732010
Wireless RSSI fingerprinting localization
S Yiu, M Dashti, H Claussen, F Perez-Cruz
Signal Processing 131, 235-244, 2017
692017
Extension of the nu-svm range for classification
F Pérez-Cruz, J Weston, DJL Herrmann, B Scholkopf
NATO Science Series Sub Series III Computer and Systems Sciences 190, 179-196, 2003
672003
Enhancing genetic feature selection through restricted search and Walsh analysis
S Salcedo-Sanz, G Camps-Valls, F Pérez-Cruz, J Sepúlveda-Sanchis, ...
IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and …, 2004
652004
Expectation propagation detection for high-order high-dimensional MIMO systems
J Cespedes, PM Olmos, M Sánchez-Fernández, F Perez-Cruz
IEEE Transactions on Communications 62 (8), 2840-2849, 2014
622014
Estimation of information theoretic measures for continuous random variables
F Pérez-Cruz
Advances in neural information processing systems, 1257-1264, 2009
592009
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Artículos 1–20