Emilio Carrizosa

Instituto de Recursos Naturales y Agrobiología de Sevilla — Spain

Business, Management and Accounting · Social Sciences

31h-index3.2kcitations240works2.42yr avg
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Research Topics

Facility Location and Emergency Management(58), Vehicle Routing Optimization Methods(35), Machine Learning and Data Classification(23), Optimization and Variational Analysis(20), Advanced Optimization Algorithms Research(18)

Publications240 total

On contextual inverse multiobjective problems
European Journal of Operational Research·2025Open Access
Wasserstein support vector machine: Support vector machines made fair
European Journal of Operational Research·2025· 1 citedOpen Access
A unified approach to extract interpretable rules from tree ensembles via Integer Programming
Computers & Operations Research·2025Open Access
Counterfactual optimization for fault prevention in complex wind energy systems
arXiv (Cornell University)·2025Open Access
Soft decision trees for survival analysis
arXiv (Cornell University)·2025Open Access
On enhancing the explainability and fairness of tree ensembles
European Journal of Operational Research·2025· 6 cited
Nearest Neighbors Counterfactuals
Lecture notes in computer science·2025
Guest editorial to the Special Issue on Machine Learning and Mathematical Optimization in TOP-Transactions in Operations Research
Top·2024Open Access
A Unified Approach to Extract Interpretable Rules from Tree Ensembles via Integer Programming
arXiv (Cornell University)·2024Open Access
A binarization approach to model interactions between categorical predictors in Generalized Linear Models
Applied Intelligence·2024Open Access
Analysis of an aggregate loss model in a Markov renewal regime
arXiv (Cornell University)·2024Open Access
Mathematical optimization modelling for group counterfactual explanations
European Journal of Operational Research·2024· 23 cited
Empirical Bayes Fairness in Linear Regression
Bayesian Analysis·2024· 1 citedOpen Access
A new model for counterfactual analysis for functional data
Advances in Data Analysis and Classification·2023· 3 citedOpen Access
Generating collective counterfactual explanations in score-based classification via mathematical optimization
Expert Systems with Applications·2023· 21 citedOpen Access
Cost-sensitive probabilistic predictions for support vector machines
European Journal of Operational Research·2023· 24 citedOpen Access
Solving the 1-median problem on a network with continuous demand and demand surplus
Computers & Operations Research·2023· 3 citedOpen Access
On clustering and interpreting with rules by means of mathematical optimization
Computers & Operations Research·2023· 13 citedOpen Access
On optimal regression trees to detect critical intervals for multivariate functional data
Computers & Operations Research·2023· 11 citedOpen Access
On mathematical optimization for clustering categories in contingency tables
Advances in Data Analysis and Classification·2022· 2 citedOpen Access
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Frequent Co-authors

Dolores Romero Morales(17), Rafael Blanquero(10), Eduardo Conde(7), Pepa Ramírez‐Cobo(6), Belén Martín-Barragán(6), Justo Puerto(5), Frank Plastria(5), Cristina Molero-Río(4), Enrique Fernández‐Cara(4), M. Remedios Sillero‐Denamiel(3), Manuel Muñoz-Márquez(3), Sandra Benítez-Peña(3), F.R. Fernández(2), Thomas Ashley(2), Alba V. Olivares-Nadal(2), Carmen-Ana Domínguez-Bravo(2), M. Quero(2), Nenad Mladenović(2), Amaya Nogales-Gómez(2), Jasone Ramírez-Ayerbe(2)