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Fernando Perez-Cruz
Fernando Perez-Cruz
Chief Data Scientist Swiss Data Science Center and Professor T. at ETHZ--CS
Verified email at sdsc.ethz.ch - Homepage
Title
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Cited by
Year
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
14302017
Kullback-Leibler divergence estimation of continuous distributions
F Pérez-Cruz
2008 IEEE international symposium on information theory, 1666-1670, 2008
3992008
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
3232004
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
3092011
Passgan: A deep learning approach for password guessing
B Hitaj, P Gasti, G Ateniese, F Perez-Cruz
Applied Cryptography and Network Security: 17th International Conference …, 2019
2842019
Wireless RSSI fingerprinting localization
S Yiu, M Dashti, H Claussen, F Perez-Cruz
Signal Processing 131, 235-244, 2017
2422017
Methods for feature selection in a learning machine
JAE Weston, A Elisseeff, B Schoelkopf, F Pérez-Cruz
US Patent 7,318,051, 2008
2272008
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
2192010
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
1932014
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
1832013
Joint source and channel coding
M Fresia, F Peréz-Cruz, HV Poor, S Verdú
IEEE Signal Processing Magazine 27 (6), 104-113, 2010
1582010
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
1522002
Kernel methods and their potential use in signal processing
F Pérez-Cruz, O Bousquet
IEEE signal processing magazine 21 (3), 57-65, 2004
1472004
Estimating GARCH models using support vector machines
F Pérez-Cruz, JA Afonso-Rodriguez, J Giner
Quantitative Finance 3 (3), 163, 2003
1402003
Feature selection and transduction for prediction of molecular bioactivity for drug design
J Weston, F Perez-Cruz, O Bousquet, O Chapelle, A Elisseeff, B Schölkopf
Bioinformatics 19 (6), 764-771, 2003
1352003
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
1012000
Machine learning and data mining: strategies for hypothesis generation
MA Oquendo, E Baca-Garcia, A Artes-Rodriguez, F Perez-Cruz, ...
Molecular psychiatry 17 (10), 956-959, 2012
962012
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
932001
Estimation of information theoretic measures for continuous random variables
F Pérez-Cruz
Advances in neural information processing systems 21, 2008
922008
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
732004
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Articles 1–20