Fernando Perez-Cruz

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Antonio Artés RodríguezProfessor, Dept. of Signal Theory and Communications, Universidad Carlos III de MadridVerified email at tsc.uc3m.es
Pablo M. OlmosUniversity Carlos III de MadridVerified email at tsc.uc3m.es
Juan José Murillo FuentesFull Professor, Universidad de SevillaVerified email at us.es
Jason WestonMetaVerified email at fb.com
Gustau Camps-VallsProfessor. Image Processing Lab (IPL). Universitat de ValènciaVerified email at uv.es
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems & ELLIS Institute Tübingen; Professor at ETHVerified email at tuebingen.mpg.de
Sergio Verduinformationtheory.orgVerified email at informationtheory.org
Luis SalamancaETH Zürich, Swiss Data Science CenterVerified email at sdsc.ethz.ch
Francisco J. R. RuizResearch Scientist at DeepmindVerified email at google.com
Miguel RodriguesProfessor of Information Theory and Processing, University College LondonVerified email at ucl.ac.uk
Javier Céspedes MartínCNMCVerified email at cnmc.es
Isabel ValeraSaarland University and Max Planck Institute for Software SystemsVerified email at cs.uni-saarland.de
Ignacio SantamariaProfessor, Electrical Engineering, University of CantabriaVerified email at unican.es
Olivier BousquetGoogleVerified email at m4x.org
Holger ClaussenTyndall National Institute, University College Cork, Trinity College DublinVerified email at tyndall.ie
Ricardo Santiago-MozosConsellería Educación, Xunta de GaliciaVerified email at edu.xunta.es
Sancho Salcedo-SanzCatedrático de Teoría de la Señal, Universidad de AlcaláVerified email at uah.es
Jerónimo Arenas-GarcíaUniversidad Carlos III de MadridVerified email at uc3m.es
HV PoorMichael Henry Strater University Professor, Princeton UniversityVerified email at princeton.edu
Jesse ReadÉcole PolytechniqueVerified email at polytechnique.edu

Fernando Perez-Cruz

Sr Adviser, Innovation at Bank for International Settlements

Verified email at bis.org - Homepage

Machine learning and AI


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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	1609	2017
Kullback-Leibler divergence estimation of continuous distributions F Pérez-Cruz 2008 IEEE international symposium on information theory, 1666-1670, 2008	437	2008
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	332	2019
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	331	2004
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	329	2011
Wireless RSSI fingerprinting localization S Yiu, M Dashti, H Claussen, F Perez-Cruz Signal Processing 131, 235-244, 2017	253	2017
Methods for feature selection in a learning machine JAE Weston, A Elisseeff, B Schoelkopf, F Pérez-Cruz US Patent 7,318,051, 2008	233	2008
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	219	2010
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	213	2014
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	184	2013
Joint source and channel coding M Fresia, F Peréz-Cruz, HV Poor, S Verdú IEEE Signal Processing Magazine 27 (6), 104-113, 2010	171	2010
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	153	2002
Kernel methods and their potential use in signal processing F Pérez-Cruz, O Bousquet IEEE signal processing magazine 21 (3), 57-65, 2004	151	2004
Estimating GARCH modelsusing support vector machines F Pérez-Cruz, JA Afonso-Rodriguez, J Giner Quantitative Finance 3 (3), 163, 2003	146	2003
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	136	2003
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	103	2000
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	101	2012
Estimation of information theoretic measures for continuous random variables F Pérez-Cruz Advances in neural information processing systems 21, 2008	95	2008
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	93	2001
Deep learning for multi-label classification J Read, F Perez-Cruz arXiv preprint arXiv:1502.05988, 2014	82	2014

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