On enhancing the explainability and fairness of tree ensembles. - Carrizosa, Emilio; Kurishchenko, Kseniia; Morales, Dolores Romero (Eur. J. Oper. Res., 2025)

A new model for counterfactual analysis for functional data. - Carrizosa, Emilio; Ramírez-Ayerbe, Jasone; Morales, Dolores Romero (Adv. Data Anal. Classif., 2024)

A binarization approach to model interactions between categorical predictors in Generalized Linear Models. - Carrizosa, Emilio; Restrepo, Marcela Galvis; Morales, Dolores Romero (Appl. Intell., 2024)

Cost-sensitive probabilistic predictions for support vector machines. - Benítez-Peña, Sandra; Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa (Eur. J. Oper. Res., 2024)

Mathematical optimization modelling for group counterfactual explanations. - Carrizosa, Emilio; Ramírez-Ayerbe, Jasone; Morales, Dolores Romero (Eur. J. Oper. Res., 2024)

Generating collective counterfactual explanations in score-based classification via mathematical optimization. - Carrizosa, Emilio; Ramírez-Ayerbe, Jasone; Morales, Dolores Romero (Expert Syst. Appl., 2024)

Cost-sensitive Feature Selection for Support Vector Machines. - Benítez-Peña, Sandra; Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa (CoRR, 2024)

Variable selection for Naïve Bayes classification. - Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa; Sillero-Denamiel, M. Remedios (CoRR, 2024)

A Unified Approach to Extract Intepretable Rules from Tree Ensembles via Integer Programming. - Bonasera, Lorenzo; Carrizosa, Emilio (CoRR, 2024)

On mathematical optimization for clustering categories in contingency tables. - Carrizosa, Emilio; Guerrero, Vanesa; Morales, Dolores Romero (Adv. Data Anal. Classif., 2023)

On optimal regression trees to detect critical intervals for multivariate functional data. - Blanquero, Rafael; Carrizosa, Emilio; Molero-Río, Cristina; Morales, Dolores Romero (Comput. Oper. Res., 2023)

On clustering and interpreting with rules by means of mathematical optimization. - Carrizosa, Emilio; Kurishchenko, Kseniia; Marín, Alfredo; Morales, Dolores Romero (Comput. Oper. Res., 2023)

Solving the 1-median problem on a network with continuous demand and demand surplus. - Blanquero, Rafael; Carrizosa, Emilio; G.-Tóth, Boglárka; Kovács, Kristóf (Comput. Oper. Res., 2023)

Cost-sensitive probabilistic predictions for support vector machines. - Benítez-Peña, Sandra; Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa (CoRR, 2023)

Generating collective counterfactual explanations in score-based classification via mathematical optimization. - Carrizosa, Emilio; Ramírez-Ayerbe, Jasone; Morales, Dolores Romero (CoRR, 2023)

On support vector machines under a multiple-cost scenario. - Benítez-Peña, Sandra; Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa (CoRR, 2023)

Constrained Naïve Bayes with application to unbalanced data classification. - Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa; Sillero-Denamiel, M. Remedios (Central Eur. J. Oper. Res., 2022)

On sparse optimal regression trees. - Blanquero, Rafael; Carrizosa, Emilio; Molero-Río, Cristina; Morales, Dolores Romero (Eur. J. Oper. Res., 2022)

The tree based linear regression model for hierarchical categorical variables. - Carrizosa, Emilio; Mortensen, Laust Hvas; Morales, Dolores Romero; Sillero-Denamiel, M. Remedios (Expert Syst. Appl., 2022)

A cost-sensitive constrained Lasso. - Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa; Sillero-Denamiel, M. Remedios (Adv. Data Anal. Classif., 2021)

Analysis of an aggregate loss model in a Markov renewal regime. - Ramírez-Cobo, Pepa; Carrizosa, Emilio; Lillo, Rosa E. (Appl. Math. Comput., 2021)

Optimal randomized classification trees. - Blanquero, Rafael; Carrizosa, Emilio; Molero-Río, Cristina; Morales, Dolores Romero (Comput. Oper. Res., 2021)

Variable selection for Naïve Bayes classification. - Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa; Sillero-Denamiel, M. Remedios (Comput. Oper. Res., 2021)

On sparse ensemble methods: An application to short-term predictions of the evolution of COVID-19. - Benítez-Peña, Sandra; Carrizosa, Emilio; Guerrero, Vanesa; Jiménez-Gamero, María-Dolores; Martín-Barragán, Belén; Molero-Río, Cristina; Ramírez-Cobo, Pepa; Morales, Dolores Romero; Sillero-Denamiel, M. Remedios (Eur. J. Oper. Res., 2021)

On clustering categories of categorical predictors in generalized linear models. - Carrizosa, Emilio; Restrepo, Marcela Galvis; Morales, Dolores Romero (Expert Syst. Appl., 2021)

An interval branch and bound method for global Robust optimization. - Carrizosa, Emilio; Messine, Frédéric (J. Glob. Optim., 2021)

On Clustering Categories of Categorical Predictors in Generalized Linear Models. - Carrizosa, Emilio; Restrepo, Marcela Galvis; Morales, Dolores Romero (CoRR, 2021)

Optimal randomized classification trees. - Blanquero, Rafael; Carrizosa, Emilio; Molero-Río, Cristina; Morales, Dolores Romero (CoRR, 2021)

Embedding the production policy in location-allocation decisions. - Carrizosa, Emilio; Olivares-Nadal, Alba V.; Ramírez-Cobo, Pepa (4OR, 2020)

Selection of time instants and intervals with Support Vector Regression for multivariate functional data. - Blanquero, Rafael; Carrizosa, Emilio; Jiménez-Cordero, Asunción; Martín-Barragán, Belén (Comput. Oper. Res., 2020)

Sparsity in optimal randomized classification trees. - Blanquero, Rafael; Carrizosa, Emilio; Molero-Río, Cristina; Morales, Dolores Romero (Eur. J. Oper. Res., 2020)

Spotting Key Members in Networks: Clustering-Embedded Eigenvector Centrality. - Carrizosa, Emilio; Marín, Alfredo; Pelegrín, Mercedes (IEEE Syst. J., 2020)

Sparsity in Optimal Randomized Classification Trees. - Blanquero, Rafael; Carrizosa, Emilio; Molero-Río, Cristina; Morales, Dolores Romero (CoRR, 2020)

On support vector machines under a multiple-cost scenario. - Benítez-Peña, Sandra; Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa (Adv. Data Anal. Classif., 2019)

Cost-sensitive Feature Selection for Support Vector Machines. - Benítez-Peña, Sandra; Blanquero, Rafael; Carrizosa, Emilio; Ramírez-Cobo, Pepa (Comput. Oper. Res., 2019)

Functional-bandwidth kernel for Support Vector Machine with Functional Data: An alternating optimization algorithm. - Blanquero, Rafael; Carrizosa, Emilio; Jiménez-Cordero, Asunción; Martín-Barragán, Belén (Eur. J. Oper. Res., 2019)

Variable selection in classification for multivariate functional data. - Blanquero, Rafael; Carrizosa, Emilio; Jiménez-Cordero, Asunción; Martín-Barragán, Belén (Inf. Sci., 2019)

On Building Online Visualization Maps for News Data Streams by Means of Mathematical Optimization. - Carrizosa, Emilio; Guerrero, Vanesa; Hardt, Daniel; Morales, Dolores Romero (Big Data, 2018)

On Mathematical Optimization for the visualization of frequencies and adjacencies as rectangular maps. - Carrizosa, Emilio; Guerrero, Vanesa; Morales, Dolores Romero (Eur. J. Oper. Res., 2018)

Visualizing data as objects by DC (difference of convex) optimization. - Carrizosa, Emilio; Guerrero, Vanesa; Morales, Dolores Romero (Math. Program., 2018)

Visualizing proportions and dissimilarities by Space-filling maps: A Large Neighborhood Search approach. - Carrizosa, Emilio; Guerrero, Vanesa; Morales, Dolores Romero (Comput. Oper. Res., 2017)

Solving multifacility Huff location models on networks using metaheuristic and exact approaches. - Grohmann, Sanja; Urosevic, Dragan; Carrizosa, Emilio; Mladenovic, Nenad (Comput. Oper. Res., 2017)

A biobjective approach to recoverable robustness based on location planning. - Carrizosa, Emilio; Goerigk, Marc; Schöbel, Anita (Eur. J. Oper. Res., 2017)

A global optimization method for model selection in chemical reactions networks. - Blanquero, Rafael; Carrizosa, Emilio; Jiménez-Cordero, Asunción; Rodríguez, José Francisco (Comput. Chem. Eng., 2016)

Robust newsvendor problem with autoregressive demand. - Carrizosa, Emilio; Olivares-Nadal, Alba V.; Ramírez-Cobo, Pepa (Comput. Oper. Res., 2016)

p-facility Huff location problem on networks. - Blanquero, Rafael; Carrizosa, Emilio; G.-Tóth, Boglárka; Nogales-Gómez, Amaya (Eur. J. Oper. Res., 2016)

Strongly agree or strongly disagree?: Rating features in Support Vector Machines. - Carrizosa, Emilio; Nogales-Gómez, Amaya; Morales, Dolores Romero (Inf. Sci., 2016)

Minimizing the passengers' traveling time in the stop location problem. - Carrizosa, Emilio; Harbering, Jonas; Schöbel, Anita (J. Oper. Res. Soc., 2016)

A heuristic method for simultaneous tower and pattern-free field optimization on solar power systems. - Carrizosa, Emilio; Domínguez-Bravo, Carmen-Ana; Fernández-Cara, Enrique; Quero, Manuel (Comput. Oper. Res., 2015)

Kernel Penalized K-means: A feature selection method based on Kernel K-means. - Maldonado, Sebastián; Carrizosa, Emilio; Weber, Richard (Inf. Sci., 2015)

New heuristic for harmonic means clustering. - Carrizosa, Emilio; Alguwaizani, Abdulrahman; Hansen, Pierre; Mladenovic, Nenad (J. Glob. Optim., 2015)

Threshold robustness in discrete facility location problems: a bi-objective approach. - Carrizosa, Emilio; Ushakov, Anton V.; Vasilyev, Igor (Optim. Lett., 2015)

Linear separation and approximation by minimizing the sum of concave functions of distances. - Plastria, Frank; Carrizosa, Emilio (4OR, 2014)

Single-facility huff location problems on networks. - Blanquero, Rafael; Carrizosa, Emilio; Nogales-Gómez, Amaya; Plastria, Frank (Ann. Oper. Res., 2014)

A nested heuristic for parameter tuning in Support Vector Machines. - Carrizosa, Emilio; Martin-Barragan, Belen; Morales, Dolores Romero (Comput. Oper. Res., 2014)

A global optimisation approach for parameter estimation of a mixture of double Pareto lognormal and lognormal distributions. - Carrizosa, Emilio; Jockovic, Jelena; Ramírez-Cobo, Pepa (Comput. Oper. Res., 2014)

Multi-instance classification through spherical separation and VNS. - Plastria, Frank; Carrizosa, Emilio; Gordillo, José (Comput. Oper. Res., 2014)

A local search heuristic for the (r|p)-centroid problem in the plane. - Davydov, Ivan A.; Kochetov, Yury; Carrizosa, Emilio (Comput. Oper. Res., 2014)

rs-Sparse principal component analysis: A mixed integer nonlinear programming approach with VNS. - Carrizosa, Emilio; Guerrero, Vanesa (Comput. Oper. Res., 2014)

Biobjective sparse principal component analysis. - Carrizosa, Emilio; Guerrero, Vanesa (J. Multivar. Anal., 2014)

Heuristic approaches for support vector machines with the ramp loss. - Carrizosa, Emilio; Nogales-Gómez, Amaya; Morales, Dolores Romero (Optim. Lett., 2014)

Vulnerability Assessment of Spatial Networks: Models and Solutions. - Álvarez-Miranda, Eduardo; Candia-Véjar, Alfredo; Carrizosa, Emilio; Pérez-Galarce, Francisco (2014)

Solving the median problem with continuous demand on a network. - Blanquero, Rafael; Carrizosa, Emilio (Comput. Optim. Appl., 2013)

Supervised classification and mathematical optimization. - Carrizosa, Emilio; Morales, Dolores Romero (Comput. Oper. Res., 2013)

Locating a semi-obnoxious covering facility with repelling polygonal regions. - Plastria, Frank; Gordillo, José; Carrizosa, Emilio (Discret. Appl. Math., 2013)

Time series interpolation via global optimization of moments fitting. - Carrizosa, Emilio; Olivares-Nadal, Alba V.; Ramírez-Cobo, Pepa (Eur. J. Oper. Res., 2013)

Variable neighborhood search for minimum sum-of-squares clustering on networks. - Carrizosa, Emilio; Mladenovic, Nenad; Todosijevic, Raca (Eur. J. Oper. Res., 2013)

The Stop Location Problem with Realistic Traveling Time. - Carrizosa, Emilio; Harbering, Jonas; Schöbel, Anita (2013)

Gaussian variable neighborhood search for continuous optimization. - Carrizosa, Emilio; Drazic, Milan; Drazic, Zorica; Mladenovic, Nenad (Comput. Oper. Res., 2012)

A computational study of a nonlinear minsum facility location problem. - Carrizosa, Emilio; Ushakov, Anton V.; Vasilyev, Igor (Comput. Oper. Res., 2012)

VNS heuristic for the (r|p)-centroid problem on the plane. - Davydov, Ivan A.; Kochetov, Yury; Carrizosa, Emilio (Electron. Notes Discret. Math., 2012)

Solving Multifacility Huff Location Models on Networks Using Variable Neighborhood Search and Multi-Start Local Search Metaheuristics. - Roksandic, Sanja; Carrizosa, Emilio; Urosevic, Dragan; Mladenovic, Nenad (Electron. Notes Discret. Math., 2012)

On approximate Monetary Unit Sampling. - Carrizosa, Emilio (Eur. J. Oper. Res., 2012)

A Note on the Dependence Structure of the Two-State Markovian Arrival Process. - Ramírez-Cobo, Pepa; Carrizosa, Emilio (J. Appl. Probab., 2012)

Minmax-distance approximation and separation problems: geometrical properties. - Plastria, Frank; Carrizosa, Emilio (Math. Program., 2012)

On minimax-regret Huff location models. - Bello, Lenys; Blanquero, Rafael; Carrizosa, Emilio (Comput. Oper. Res., 2011)

Detecting relevant variables and interactions in supervised classification. - Carrizosa, Emilio; Martin-Barragan, Belen; Morales, Dolores Romero (Eur. J. Oper. Res., 2011)

A global optimization procedure for the location of a median line in the three-dimensional space. - Blanquero, Rafael; Carrizosa, Emilio; Schöbel, Anita; Scholz, Daniel (Eur. J. Oper. Res., 2011)

Locating a competitive facility in the plane with a robustness criterion. - Blanquero, Rafael; Carrizosa, Emilio; Hendrix, Eligius M. T. (Eur. J. Oper. Res., 2011)

Maximizing upgrading and downgrading margins for ordinal regression. - Carrizosa, Emilio; Martin-Barragan, Belen (Math. Methods Oper. Res., 2011)

A new alternating heuristic for the (r | p)-centroid problem on the plane. - Carrizosa, Emilio; Davydov, Ivan A.; Kochetov, Yury (2011)

Alternating local search based VNS for linear classification. - Plastria, Frank; Bruyne, Steven De; Carrizosa, Emilio (Ann. Oper. Res., 2010)

Unequal probability sampling from a finite population: A multicriteria approach. - Carrizosa, Emilio (Eur. J. Oper. Res., 2010)

Binarized Support Vector Machines. - Carrizosa, Emilio; Martin-Barragan, Belen; Morales, Dolores Romero (INFORMS J. Comput., 2010)

On the norm of a dc function. - Blanquero, Rafael; Carrizosa, Emilio (J. Glob. Optim., 2010)

Continuous location problems and Big Triangle Small Triangle: constructing better bounds. - Blanquero, Rafael; Carrizosa, Emilio (J. Glob. Optim., 2009)

Locating Objects in the Plane Using Global Optimization Techniques. - Blanquero, Rafael; Carrizosa, Emilio; Hansen, Pierre (Math. Oper. Res., 2009)

Multi-group support vector machines with measurement costs: A biobjective approach. - Carrizosa, Emilio; Martin-Barragan, Belen; Morales, Dolores Romero (Discret. Appl. Math., 2008)

Optimal Expected-Distance Separating Halfspace. - Carrizosa, Emilio; Plastria, Frank (Math. Oper. Res., 2008)

Dimensionality Reduction for Classification. - Plastria, Frank; Bruyne, Steven De; Carrizosa, Emilio (2008)

A biobjective method for sample allocation in stratified sampling. - Carrizosa, Emilio; Morales, Dolores Romero (Eur. J. Oper. Res., 2007)

On the Selection of the Globally Optimal Prototype Subset for Nearest-Neighbor Classification. - Carrizosa, Emilio; Martin-Barragan, Belen; Plastria, Frank; Morales, Dolores Romero (INFORMS J. Comput., 2007)

An exact global optimization method for deriving weights from pairwise comparison matrices. - Carrizosa, Emilio; Messine, Frédéric (J. Glob. Optim., 2007)

Two-group classification via a biobjective margin maximization model. - Carrizosa, Emilio; Martin-Barragan, Belen (Eur. J. Oper. Res., 2006)

Inferring Efficient Weights from Pairwise Comparison Matrices. - Blanquero, Rafael; Carrizosa, Emilio; Conde, Eduardo (Math. Methods Oper. Res., 2006)

An Exact Method for Fractional Goal Programming. - Audet, Charles; Carrizosa, Emilio; Hansen, Pierre (J. Glob. Optim., 2004)

Improving Interval Analysis Bounds by Translations. - Carrizosa, Emilio; Hansen, Pierre; Messine, Frédéric (J. Glob. Optim., 2004)

Optimal location and design of a competitive facility. - Plastria, Frank; Carrizosa, Emilio (Math. Program., 2004)

A Biobjective Model to Select Features with Good Classification Quality and Low Cost. - Carrizosa, Emilio; Martin-Barragan, Belen; Morales, Dolores Romero (2004)

Robust facility location. - Carrizosa, Emilio; Nickel, Stefan (Math. Methods Oper. Res., 2003)

Optimal Positioning of a Mobile Service Unit on a Line. - Carrizosa, Emilio; Muñoz-Márquez, M.; Puerto, Justo (Ann. Oper. Res., 2002)

A fractional model for locating semi-desirable facilities on networks. - Carrizosa, Emilio; Conde, Eduardo (Eur. J. Oper. Res., 2002)

A D.C. biobjective location model. - Blanquero, Rafael; Carrizosa, Emilio (J. Glob. Optim., 2002)

Generalized Goal Programming: polynomial methods and applications. - Carrizosa, Emilio; Fliege, Jörg (Math. Program., 2002)

Combining Minsum And Minmax: A Goal Programming Approach. - Carrizosa, Emilio; Morales, Dolores Romero (Oper. Res., 2001)

Finding GM-estimators with global optimization techniques. - Blanquero, Rafael; Carrizosa, Emilio; Conde, Eduardo (J. Glob. Optim., 2001)

An optimal bound for d.c. programs with convex constraints. - Carrizosa, Emilio (Math. Methods Oper. Res., 2001)

Finding the principal points of a random variable. - Carrizosa, Emilio; Conde, Eduardo; Castaño, Antonia; Morales, Dolores Romero (RAIRO Oper. Res., 2001)

Dominators for Multiple-objective Quasiconvex Maximization Problems. - Carrizosa, Emilio; Plastria, Frank (J. Glob. Optim., 2000)

Solving Nonconvex Planar Location Problems by Finite Dominating Sets. - Carrizosa, Emilio; Hamacher, Horst W.; Klein, Rolf; Nickel, Stefan (J. Glob. Optim., 2000)

On Covering Methods for D.C. Optimization. - Blanquero, Rafael; Carrizosa, Emilio (J. Glob. Optim., 2000)

Undesirable facility location with minimal covering objectives. - Plastria, Frank; Carrizosa, Emilio (Eur. J. Oper. Res., 1999)

A Note on the Optimal Positioning of Service Units. - Carrizosa, Emilio; Muñoz-Márquez, M.; Puerto, Justo (Oper. Res., 1998)

Locating an Undesirable Facility by Generalized Cutting Planes. - Carrizosa, Emilio; Plastria, Frank (Math. Oper. Res., 1998)

Location and shape of a rectangular facility in Realn Convexity properties. - Carrizosa, Emilio; Muñoz-Márquez, M.; Puerto, Justo (Math. Program., 1998)

Simpson Points in Planar Problems with Locational Constraints. The Round-Norm Case. - Carrizosa, Emilio; Conde, Eduardo; Muñoz-Márquez, Manuel; Puerto, Justo (Math. Oper. Res., 1997)

Simpson Points in Planar Problems with Locational Constraints. The Polyhedral-Gauge Case. - Carrizosa, Emilio; Conde, Eduardo; Muñoz-Márquez, Manuel; Puerto, Justo (Math. Oper. Res., 1997)

A characterization of efficient points in constrained location problems with regional demand. - Carrizosa, Emilio; Plastria, Frank (Oper. Res. Lett., 1996)

Planar point-objective location problems with nonconvex constraints: A geometrical construction. - Carrizosa, Emilio; Conde, Eduardo; Muñoz-Márquez, Manuel; Puerto, Justo (J. Glob. Optim., 1995)

On minquantile and maxcovering optimisation. - Carrizosa, Emilio; Plastria, Frank (Math. Program., 1995)

Efficiency in Euclidean constrained location problems. - Carrizosa, Emilio; Conde, Eduardo; Fernández, Francisco R.; Puerto, Justo (Oper. Res. Lett., 1993)