Alberto Suárez

70 papers A* 3A 1B 6C 5Misc 1Journal 37Unranked 16

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Relation between PLS and OLS regression in terms of the eigenvalue distribution of the regressor covariance matrix. J. Multivar. Anal. David del Val, José R. Berrendero, Alberto Suárez
2024	J	`jnl`	scikit-fda: A J. Stat. Softw. Carlos Ramos-Carreño, José Luis Torrecilla, Miguel Carbajo-Berrocal, Pablo Marcos, Alberto Suárez
2023	J	`jnl`	Relation between PLS and OLS regression in terms of the eigenvalue distribution of the regressor covariance matrix. CoRR David del Val, José R. Berrendero, Alberto Suárez
2022	J	`jnl`	Building heterogeneous ensembles by pooling homogeneous ensembles. Int. J. Mach. Learn. Cybern. Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2022	C	`conf`	Classification of Functional Data: A Comparative Study. ICMLA Carlos Ramos-Carreño, José Luis Torrecilla, Alberto Suárez
2022	J	`jnl`	Correction to: Building heterogeneous ensembles by pooling homogeneous ensembles. Int. J. Mach. Learn. Cybern. Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2022	—	`conf`	SVM Ensembles on a Budget. ICANN (4) David Nevado, Gonzalo Martínez-Muñoz, Alberto Suárez
2022	J	`jnl`	scikit-fda: A Python Package for Functional Data Analysis. CoRR Carlos Ramos-Carreño, José Luis Torrecilla, Miguel Carbajo-Berrocal, Pablo Marcos, Alberto Suárez
2022	B	`conf`	scikit-fda: Computational Tools for Machine Learning with Functional Data. ICTAI Carlos Ramos-Carreño, José Luis Torrecilla, Yujian Hong, Alberto Suárez
2021	J	`jnl`	Objective functions from Bayesian optimization to locate additional drillholes. Comput. Geosci. Bahram Jafrasteh, Alberto Suárez
2020	J	`jnl`	Optimal classification of Gaussian processes in homo- and heteroscedastic settings. Stat. Comput. José L. Torrecilla, Carlos Ramos-Carreño, Manuel A. Sánchez-Montañés, Alberto Suárez
2019	—	`ch.`	Non-linear Causal Inference Using Gaussianity Measures. Cause Effect Pairs in Machine Learning Daniel Hernández-Lobato, Pablo Morales-Mombiela, David Lopez-Paz, Alberto Suárez
2018	J	`jnl`	A two-stage ensemble method for the detection of class-label noise. Neurocomputing Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2018	—	`conf`	Directional Data Analysis for Shape Classification. ICANN (1) Adrián Muñoz, Alberto Suárez
2018	—	`conf`	Energy-Based Clustering for Pruning Heterogeneous Ensembles. ICANN (1) Javier Cela, Alberto Suárez
2018	J	`jnl`	Feature selection in functional data classification with recursive maxima hunting. CoRR José L. Torrecilla, Alberto Suárez
2018	J	`jnl`	Pooling homogeneous ensembles to build heterogeneous ensembles. CoRR Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2018	—	`conf`	Randomization vs Optimization in SVM Ensembles. ICANN (2) Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2018	J	`jnl`	Vote-boosting ensembles. Pattern Recognit. Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2017	—	`conf`	Class Switching Ensembles for Ordinal Regression. IWANN (1) Pedro Antonio Gutiérrez, María Pérez-Ortiz, Alberto Suárez
2016	—	`conf`	An urn model for majority voting in classification ensembles. NIPS Víctor Soto, Alberto Suárez, Gonzalo Martínez-Muñoz
2016	—	`conf`	Feature selection in functional data classification with recursive maxima hunting. NIPS José L. Torrecilla, Alberto Suárez
2016	J	`jnl`	Non-linear Causal Inference using Gaussianity Measures. J. Mach. Learn. Res. Daniel Hernández-Lobato, Pablo Morales-Mombiela, David Lopez-Paz, Alberto Suárez
2016	J	`jnl`	Vote-boosting ensembles. CoRR Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2015	J	`jnl`	A memetic algorithm for cardinality-constrained portfolio optimization with transaction costs. Appl. Soft Comput. Rubén Ruiz-Torrubiano, Alberto Suárez
2015	J	`jnl`	Expectation propagation in linear regression models with spike-and-slab priors. Mach. Learn. José Miguel Hernández-Lobato, Daniel Hernández-Lobato, Alberto Suárez
2015	J	`jnl`	Small margin ensembles can be robust to class-label noise. Neurocomputing Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2014	J	`jnl`	A Double Pruning Scheme for Boosting Ensembles. IEEE Trans. Cybern. Víctor Soto, Sergio García-Moratilla, Gonzalo Martínez-Muñoz, Daniel Hernández-Lobato, Alberto Suárez
2014	B	`conf`	Improving the Robustness of Bagging with Reduced Sampling Size. ESANN Maryam Sabzevari, Gonzalo Martínez-Muñoz, Alberto Suárez
2014	J	`jnl`	Percentiles of sums of heavy-tailed random variables: beyond the single-loss approximation. Stat. Comput. Lorenzo Hernández, Jorge Tejero, Alberto Suárez, Santiago Carrillo-Menéndez
2013	Misc	`conf`	Critical sample size for the Lp-norm estimator in linear regression models. WSC Alejandro Llorente, Alberto Suárez
2013	J	`jnl`	How large should ensembles of classifiers be? Pattern Recognit. Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez
2013	A*	`conf`	Statistical Tests for the Detection of the Arrow of Time in Vector Autoregressive Models. IJCAI Pablo Morales-Mombiela, Daniel Hernández-Lobato, Alberto Suárez
2012	B	`conf`	On the Independence of the Individual Predictions in Parallel Randomized Ensembles. ESANN Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez
2012	J	`jnl`	Robust quantification of the exposure to operational risk: Bringing economic sense to economic capital. Comput. Oper. Res. Santiago Carrillo-Menéndez, Alberto Suárez
2011	J	`jnl`	Empirical analysis and evaluation of approximate techniques for pruning regression bagging ensembles. Neurocomputing Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez
2011	A*	`conf`	Gaussianity Measures for Detecting the Direction of Causal Time Series. IJCAI José Miguel Hernández-Lobato, Pablo Morales-Mombiela, Alberto Suárez
2011	J	`jnl`	Inference on the prediction of ensembles of infinite size. Pattern Recognit. Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez
2011	J	`jnl`	Network-based sparse Bayesian classification. Pattern Recognit. José Miguel Hernández-Lobato, Daniel Hernández-Lobato, Alberto Suárez
2011	J	`jnl`	Semiparametric bivariate Archimedean copulas. Comput. Stat. Data Anal. José Miguel Hernández-Lobato, Alberto Suárez
2011	A	`conf`	The TransRAR crossover operator for genetic algorithms with set encoding. GECCO Rubén Ruiz-Torrubiano, Alberto Suárez
2010	—	`conf`	A Double Pruning Algorithm for Classification Ensembles. MCS Víctor Soto, Gonzalo Martínez-Muñoz, Daniel Hernández-Lobato, Alberto Suárez
2010	J	`jnl`	Expectation Propagation for microarray data classification. Pattern Recognit. Lett. Daniel Hernández-Lobato, José Miguel Hernández-Lobato, Alberto Suárez
2010	J	`jnl`	Hybrid Approaches and Dimensionality Reduction for Portfolio Selection with Cardinality Constraints. IEEE Comput. Intell. Mag. Rubén Ruiz-Torrubiano, Alberto Suárez
2010	J	`jnl`	Out-of-bag estimation of the optimal sample size in bagging. Pattern Recognit. Gonzalo Martínez-Muñoz, Alberto Suárez
2009	J	`jnl`	A hybrid optimization approach to index tracking. Ann. Oper. Res. Rubén Ruiz-Torrubiano, Alberto Suárez
2009	J	`jnl`	An Analysis of Ensemble Pruning Techniques Based on Ordered Aggregation. IEEE Trans. Pattern Anal. Mach. Intell. Gonzalo Martínez-Muñoz, Daniel Hernández-Lobato, Alberto Suárez
2009	—	`conf`	Statistical Instance-Based Ensemble Pruning for Multi-class Problems. ICANN (1) Gonzalo Martínez-Muñoz, Daniel Hernández-Lobato, Alberto Suárez
2009	J	`jnl`	Statistical Instance-Based Pruning in Ensembles of Independent Classifiers. IEEE Trans. Pattern Anal. Mach. Intell. Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez
2008	J	`jnl`	Class-switching neural network ensembles. Neurocomputing Gonzalo Martínez-Muñoz, Aitor Sánchez-Martínez, Daniel Hernández-Lobato, Alberto Suárez
2007	—	`conf`	GARCH Processes with Non-parametric Innovations for Market Risk Estimation. ICANN (2) José Miguel Hernández-Lobato, Daniel Hernández-Lobato, Alberto Suárez
2007	C	`conf`	Out of Bootstrap Estimation of Generalization Error Curves in Bagging Ensembles. IDEAL Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez
2007	—	`conf`	Selection of Decision Stumps in Bagging Ensembles. ICANN (1) Gonzalo Martínez-Muñoz, Daniel Hernández-Lobato, Alberto Suárez
2007	B	`conf`	Use of heuristic rules in evolutionary methods for the selection of optimal investment portfolios. IEEE Congress on Evolutionary Computation Rubén Ruiz-Torrubiano, Alberto Suárez
2007	J	`jnl`	Using boosting to prune bagging ensembles. Pattern Recognit. Lett. Gonzalo Martínez-Muñoz, Alberto Suárez
2006	—	`conf`	Building Ensembles of Neural Networks with Class-Switching. ICANN (1) Gonzalo Martínez-Muñoz, Aitor Sánchez-Martínez, Daniel Hernández-Lobato, Alberto Suárez
2006	—	`conf`	Competitive and Collaborative Mixtures of Experts for Financial Risk Analysis. ICANN (2) José Miguel Hernández-Lobato, Alberto Suárez
2006	C	`conf`	Evaluation of Decision Tree Pruning with Subadditive Penalties. IDEAL Sergio García-Moratilla, Gonzalo Martínez-Muñoz, Alberto Suárez
2006	B	`conf`	Pruning in Ordered Regression Bagging Ensembles. IJCNN Daniel Hernández-Lobato, Gonzalo Martínez-Muñoz, Alberto Suárez
2006	A*	`conf`	Pruning in ordered bagging ensembles. ICML Gonzalo Martínez-Muñoz, Alberto Suárez
2006	B	`conf`	Selection of Optimal Investment Portfolios with Cardinality Constraints. IEEE Congress on Evolutionary Computation Rafael Moral-Escudero, Rubén Ruiz-Torrubiano, Alberto Suárez
2005	J	`jnl`	Switching class labels to generate classification ensembles. Pattern Recognit. Gonzalo Martínez-Muñoz, Alberto Suárez
2004	J	`jnl`	Using all data to generate decision tree ensembles. IEEE Trans. Syst. Man Cybern. Part C Gonzalo Martínez-Muñoz, Alberto Suárez
2003	—	`conf`	Cellular Automata and Probabilistic L Systems: An Example in Ecology. Grammars and Automata for String Processing Manuel Alfonseca, Alfonso Ortega, Alberto Suárez
2003	C	`conf`	Hierarchical Mixtures of Autoregressive Models for Time-Series Modeling. ICANN Carmen Vidal, Alberto Suárez
2002	C	`conf`	Mixtures of Autoregressive Models for Financial Risk Analysis. ICANN Alberto Suárez
2001	—	`conf`	Backpropagation in Decision Trees for Regression. ECML Victor Medina-Chico, Alberto Suárez, James F. Lutsko
2001	J	`jnl`	Period Focusing Induced by Network Feedback in Populations of Noisy Integrate-and-Fire Neurons. Neural Comput. Francisco de Borja Rodríguez Ortiz, Alberto Suárez, Vicente López
2001	—	`conf`	e-Portfolio: Java Technology for Financial Applications on the Internet. WebNet Alberto Suárez, Pablo Castells
1999	J	`jnl`	Globally Optimal Fuzzy Decision Trees for Classification and Regression. IEEE Trans. Pattern Anal. Mach. Intell. Alberto Suárez, James F. Lutsko