Alberto Suárez

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Gonzalo Martínez MuñozUniversidad Autónoma de MadridVerified email at uam.es
Daniel Hernández-LobatoLecturer of Computer Science, Universidad Autónoma de MadridVerified email at uam.es
José Miguel Hernández-LobatoUniversity Lecturer (US Assistant Professor) University of CambridgeVerified email at cam.ac.uk
james lutskoResearcher, Physics, University Libre de BruxellesVerified email at ulb.ac.be
Jean Pierre BoonProfessor Physics Dept University of BruxellesVerified email at ulb.ac.be
Víctor SotoColumbia UniversityVerified email at cs.columbia.edu
Alan EdelmanProfessor of Applied Mathematics, Member Computer Science AI LABS, MITVerified email at mit.edu
Jiahao ChenAI Research Director (Executive Director), JPMorgan AI Research, New YorkVerified email at jpmorgan.com
Francisco B RodriguezProfessor of Computer Science - Universidad Autónoma de MadridVerified email at uam.es
Troy Van VoorhisMITVerified email at mit.edu
Eric HontzPhysical Chemistry PhD candidate, Massachusetts Institute of TechnologyVerified email at mit.edu
Matthew WelbornEntos, Inc.Verified email at entos.ai
Manuel AlfonsecaProfessor of Computer Science, Universidad Autónoma de Madrid (Now Honorary)Verified email at uam.es
Alejandro LlorenteUniversidad Carlos III de MadridVerified email at iic.uam.es
Pedro Antonio GutiérrezAssistant Professor of Computer Science, University of Córdoba (Spain)Verified email at uco.es
Rosa M. CarroDepartment of Computer Science, Universidad Autonoma de MadridVerified email at uam.es
Pablo CastellsAssociate professor, Universidad Autónoma de Madrid - Amazon ScholarVerified email at uam.es

Alberto Suárez

Professor of Artificial Intelligence, Computer Science Department, Universidad Autónoma de Madrid

Verified email at uam.es - Homepage

Artificial Intelligence intelligent systems machine learning computational statistics siimulation and financial computing


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An analysis of ensemble pruning techniques based on ordered aggregation G Martinez-Munoz, D Hernández-Lobato, A Suárez IEEE Transactions on Pattern Analysis and Machine Intelligence 31 (2), 245-259, 2008	327	2008
Memory effects in the relaxation of quantum open systems A Suárez, R Silbey, I Oppenheim The Journal of chemical physics 97 (7), 5101-5107, 1992	263	1992
Pruning in ordered bagging ensembles G Martínez-Muñoz, A Suárez Proceedings of the 23rd international conference on Machine learning, 609-616, 2006	184	2006
Globally optimal fuzzy decision trees for classification and regression A Suárez, JF Lutsko IEEE Transactions on Pattern Analysis and Machine Intelligence 21 (12), 1297 …, 1999	172	1999
Aggregation ordering in bagging G Martınez-Munoz, A Suárez Proc. of the IASTED International Conference on Artificial Intelligence and …, 2004	160	2004
Using boosting to prune bagging ensembles G Martinez-Munoz, A Suárez Pattern Recognition Letters 28 (1), 156-165, 2007	136	2007
Switching class labels to generate classification ensembles G Martínez-Muñoz, A Suárez Pattern Recognition 38 (10), 1483-1494, 2005	116	2005
Hydrogen tunneling in condensed media A Suárez, R Silbey The Journal of chemical physics 94 (7), 4809-4816, 1991	116	1991
Selection of optimal investment portfolios with cardinality constraints R Moral-Escudero, R Ruiz-Torrubiano, A Suárez 2006 IEEE International Conference on Evolutionary Computation, 2382-2388, 2006	112	2006
Hybrid approaches and dimensionality reduction for portfolio selection with cardinality constraints R Ruiz-Torrubiano, A Suarez IEEE Computational Intelligence Magazine 5 (2), 92-107, 2010	96	2010
A hybrid optimization approach to index tracking R Ruiz-Torrubiano, A Suárez Annals of Operations Research 166 (1), 57-71, 2009	91	2009
Out-of-bag estimation of the optimal sample size in bagging G Martínez-Muñoz, A Suárez Pattern Recognition 43 (1), 143-152, 2010	90	2010
How large should ensembles of classifiers be? D Hernández-Lobato, G Martínez-Muñoz, A Suárez Pattern Recognition 46 (5), 1323-1336, 2013	70	2013
Statistical instance-based pruning in ensembles of independent classifiers D Hernández-Lobato, G Martinez-Munoz, A Suárez IEEE Transactions on Pattern Analysis and Machine Intelligence 31 (2), 364-369, 2008	61	2008
Expectation propagation in linear regression models with spike-and-slab priors JM Hernández-Lobato, D Hernández-Lobato, A Suárez Machine Learning 99 (3), 437-487, 2015	51	2015
Empirical analysis and evaluation of approximate techniques for pruning regression bagging ensembles D Hernández-Lobato, G Martínez-Muñoz, A Suárez Neurocomputing 74 (12-13), 2250-2264, 2011	48	2011
Pruning in ordered regression bagging ensembles D Hernández-Lobato, G Martínez-Muñoz, A Suárez The 2006 IEEE International Joint Conference on Neural Network Proceedings …, 2006	40	2006
Properties of a macroscopic system as a thermal bath A Suarez, R Silbey The Journal of chemical physics 95 (12), 9115-9121, 1991	38	1991
Expectation propagation for microarray data classification D Hernández-Lobato, JM Hernández-Lobato, A Suárez Pattern recognition letters 31 (12), 1618-1626, 2010	36	2010
A memetic algorithm for cardinality-constrained portfolio optimization with transaction costs R Ruiz-Torrubiano, A Suárez Applied Soft Computing 36, 125-142, 2015	34	2015

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