Roberto Santana

ORCID

Publication Activity (10 Years)

Years Active: 2000-2024
Publications (10 Years): 100

Top Venues

Publications

Eneko Agirre, Olatz Arbelaitz, Olatz Arregi, Gorka Azkune, Arantza Casillas, Inma Hernáez, Mikel Iruskieta, Elena Lazkano, Eva Navas, German Rigau, Roberto Santana, Aitor Soroa, Rabih Zbib
ENIA Chair in Artificial Intelligence and Language Technology. SEPLN (Projects and Demonstrations) (2024)
Roberto Santana, Ivan Hidalgo-Cenalmor, Unai Garciarena, Alexander Mendiburu, José Antonio Lozano
Neuroevolutionary algorithms driven by neuron coverage metrics for semi-supervised classification. CoRR (2023)
Andrea Bonfanti, Roberto Santana, Marco Ellero, Babak Gholami
On the Hyperparameters influencing a PINN's generalization beyond the training domain. CoRR (2023)
Jon Vadillo, Roberto Santana, José Antonio Lozano
Analysis of dominant classes in universal adversarial perturbations. Knowl. Based Syst. 236 (2022)
Raphaël Cosson, Roberto Santana, Bilel Derbel, Arnaud Liefooghe
Multi-objective NK landscapes with heterogeneous objectives. GECCO (2022)
Maialen Murua, Diego Galar, Roberto Santana
Solving the multi-objective Hamiltonian cycle problem using a Branch-and-Fix based algorithm. J. Comput. Sci. 60 (2022)
Jon Vadillo, Roberto Santana
On the human evaluation of universal audio adversarial perturbations. Comput. Secur. 112 (2022)
Roberto Santana, Siddhartha Shakya
Evolutionary approaches with adaptive operators for the bi-objective TTP. SSCI (2022)
Ricardo Henrique Remes de Lima, Dimmy Magalhães, Aurora T. R. Pozo, Alexander Mendiburu, Roberto Santana
A grammar-based GP approach applied to the design of deep neural networks. Genet. Program. Evolvable Mach. 23 (3) (2022)
Roberto Santana, Arnaud Liefooghe, Bilel Derbel
Boomerang-shaped neural embeddings for NK landscapes. GECCO (2022)
César Montenegro, Roberto Santana, José Antonio Lozano
Analysis of the sensitivity of the End-Of-Turn Detection task to errors generated by the Automatic Speech Recognition process. Eng. Appl. Artif. Intell. 100 (2021)
Javier Mikel Olaso, Alain Vázquez, Leila Ben Letaifa, Mikel de Velasco, Aymen Mtibaa, Mohamed Amine Hmani, Dijana Petrovska-Delacrétaz, Gérard Chollet, César Montenegro, Asier López-Zorrilla, Raquel Justo, Roberto Santana, Jofre Tenorio-Laranga, Eduardo González-Fraile, Begoña Fernández-Ruanova, Gennaro Cordasco, Anna Esposito, Kristin Beck Gjellesvik, Anna Torp Johansen, Maria Stylianou Kornes, Colin Pickard, Cornelius Glackin, Gary Cahalane, Pau Buch-Cardona, Cristina Palmero, Sergio Escalera, Olga Gordeeva, Olivier Deroo, Anaïs Fernández, Daria Kyslitska, José Antonio Lozano, María Inés Torres, Stephan Schlögl
The EMPATHIC Virtual Coach: a demo. ICMI (2021)
Unai Garciarena, Nuno Lourenço, Penousal Machado, Roberto Santana, Alexander Mendiburu
On the Exploitation of Neuroevolutionary Information: Analyzing the Past for a More Efficient Future. CoRR (2021)
Unai Garciarena, Alexander Mendiburu, Roberto Santana
Towards Automatic Construction of Multi-Network Models for Heterogeneous Multi-Task Learning. ACM Trans. Knowl. Discov. Data 15 (2) (2021)
Unai Garciarena, Jon Vadillo, Alexander Mendiburu, Roberto Santana
Adversarial Perturbations for Evolutionary Optimization. LOD (2021)
Jon Vadillo, Roberto Santana, José Antonio Lozano
When and How to Fool Explainable Models (and Humans) with Adversarial Examples. CoRR (2021)
Marcella S. R. Martins, Mohamed El Yafrani, Myriam Regattieri Delgado, Ricardo Lüders, Roberto Santana, Hugo Valadares Siqueira, Huseyin Gokhan Akcay, Belaïd Ahiod
Analysis of Bayesian Network Learning Techniques for a Hybrid Multi-objective Bayesian Estimation of Distribution Algorithm: a case study on MNK Landscape. J. Heuristics 27 (4) (2021)
M. Inés Torres, Javier Mikel Olaso, César Montenegro, Roberto Santana, Alain Vázquez, Raquel Justo, José Antonio Lozano, Stephan Schlögl, Gérard Chollet, Nazim Dugan, M. Irvine, Neil Glackin, Colin Pickard, Anna Esposito, Gennaro Cordasco, Alda Troncone, Dijana Petrovska-Delacrétaz, Aymen Mtibaa, Mohamed Amine Hmani, Maria Stylianou Korsnes, L. J. Martinussen, Sergio Escalera, Cristina Palmero Cantariño, Olivier Deroo, Olga Gordeeva, Jofre Tenorio-Laranga, Eduardo Gonzalez-Fraile, Begonya Fernandez-Ruanova, A. Gonzalez-Pinto
The EMPATHIC Project: Mid-term Achievements. CoRR (2021)
Unai Garciarena, Nuno Lourenço, Penousal Machado, Roberto Santana, Alexander Mendiburu
On the exploitation of neuroevolutionary information. GECCO Companion (2021)
Unai Garciarena, Roberto Santana, Alexander Mendiburu
Redefining Neural Architecture Search of Heterogeneous Multi-Network Models by Characterizing Variation Operators and Model Components. CoRR (2021)
Ibai Roman, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Evolving Gaussian process kernels from elementary mathematical expressions for time series extrapolation. Neurocomputing 462 (2021)
Ibai Roman, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Evolution of Gaussian Process kernels for machine translation post-editing effort estimation. Ann. Math. Artif. Intell. 89 (8-9) (2021)
Zochil González Arenas, Juan Carlos Jimenez, Li-Vang Lozada-Chang, Roberto Santana
Estimation of distribution algorithms for the computation of innovation estimators of diffusion processes. Math. Comput. Simul. 187 (2021)
Ibai Roman, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
In-depth analysis of SVM kernel learning and its components. Neural Comput. Appl. 33 (12) (2021)
Ricardo Henrique Remes de Lima, Aurora T. R. Pozo, Alexander Mendiburu, Roberto Santana
Automatic Design of Deep Neural Networks Applied to Image Segmentation Problems. EuroGP (2021)
Unai Garciarena, Alexander Mendiburu, Roberto Santana
Analysis of the transferability and robustness of GANs evolved for Pareto set approximations. Neural Networks 132 (2020)
Jon Vadillo, Roberto Santana, José Antonio Lozano
Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions. CoRR (2020)
Unai Garciarena, Roberto Santana, Alexander Mendiburu
EvoFlow: A Python library for evolving deep neural network architectures in tensorflow. SSCI (2020)
Himadri Sikhar Khargharia, Roberto Santana, Siddhartha Shakya, Russell Ainslie, Gilbert Owusu
Investigating RNNs for vehicle volume forecasting in service stations. SSCI (2020)
Jon Vadillo, Roberto Santana, José Antonio Lozano
Exploring Gaps in DeepFool in Search of More Effective Adversarial Perturbations. LOD (2) (2020)
Unai Garciarena, Alexander Mendiburu, Roberto Santana
Automatic Structural Search for Multi-task Learning VALPs. OLA (2020)
César Montenegro, Roberto Santana, José Antonio Lozano
. IJCNN (2020)
Roberto Santana, Siddhartha Shakya
Dynamic programming operators for the bi-objective Traveling Thief Problem. CEC (2020)
Jon Vadillo, Roberto Santana, José Antonio Lozano
Analysis of Dominant Classes in Universal Adversarial Perturbations. CoRR (2020)
Ricardo Henrique Remes de Lima, Aurora T. R. Pozo, Alexander Mendiburu, Roberto Santana
A Symmetric grammar approach for designing segmentation models. CEC (2020)
Maialen Murua, Alfredo Suárez, Diego Galar, Roberto Santana
Tool-Path Problem in Direct Energy Deposition Metal-Additive Manufacturing: Sequence Strategy Generation. IEEE Access 8 (2020)
Jon Vadillo, Roberto Santana
On the human evaluation of audio adversarial examples. CoRR (2020)
Unai Garciarena, Alexander Mendiburu, Roberto Santana
Envisioning the Benefits of Back-Drive in Evolutionary Algorithms. CEC (2020)
Maialen Murua, Diego Galar, Roberto Santana
Adaptation of a Branching Algorithm to Solve the Multi-Objective Hamiltonian Cycle Problem. OR (2019)
Ibai Roman, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Evolving Gaussian Process Kernels for Translation Editing Effort Estimation. LION (2019)
Abdelhakim Cheriet, Roberto Santana
Optimizing permutation-based problems with a discrete vine-copula as a model for EDA. GECCO (Companion) (2019)
César Montenegro, Asier López-Zorrilla, Javier Mikel Olaso, Roberto Santana, Raquel Justo, José Antonio Lozano, María Inés Torres
A Dialogue-Act Taxonomy for a Virtual Coach Designed to Improve the Life of Elderly. Multimodal Technol. Interact. 3 (3) (2019)
Ibai Roman, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
An Experimental Study in Adaptive Kernel Selection for Bayesian Optimization. IEEE Access 7 (2019)
César Montenegro, Roberto Santana, José Antonio Lozano
Data generation approaches for topic classification in multilingual spoken dialog systems. PETRA (2019)
María Inés Torres, Javier Mikel Olaso, César Montenegro, Roberto Santana, Alain Vázquez, Raquel Justo, José Antonio Lozano, Stephan Schlögl, Gérard Chollet, Nazim Dugan, M. Irvine, Neil Glackin, Colin Pickard, Anna Esposito, Gennaro Cordasco, Alda Troncone, Dijana Petrovska-Delacrétaz, Aymen Mtibaa, Mohamed Amine Hmani, Maria Stylianou Korsnes, L. J. Martinussen, Sergio Escalera, Cristina Palmero Cantariño, Olivier Deroo, Olga Gordeeva, Jofre Tenorio-Laranga, Eduardo Gonzalez-Fraile, Begoñya Fernández-Ruanova, A. Gonzalez-Pinto
The EMPATHIC project: mid-term achievements. PETRA (2019)
Jon Vadillo, Roberto Santana
Universal adversarial examples in speech command classification. CoRR (2019)
Ricardo Henrique Remes de Lima, Aurora T. R. Pozo, Roberto Santana
Automatic Design of Convolutional Neural Networks using Grammatical Evolution. BRACIS (2019)
Ibai Roman, Alexander Mendiburu, Roberto Santana, José Antonio Lozano
Bayesian Optimization Approaches for Massively Multi-modal Problems. LION (2019)
Diana Carrera, Lourenço Bandeira, Roberto Santana, José Antonio Lozano
Detection of sand dunes on Mars using a regular vine-based classification approach. Knowl. Based Syst. 163 (2019)
Ibai Roman, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Evolving Gaussian Process kernels from elementary mathematical expressions. CoRR (2019)
Unai Garciarena, Alexander Mendiburu, Roberto Santana
Towards automatic construction of multi-network models for heterogeneous multi-task learning. CoRR (2019)
Ibai Roman, Alexander Mendiburu, Roberto Santana, José Antonio Lozano
Sentiment analysis with genetically evolved Gaussian kernels. CoRR (2019)
Ibai Roman, Alexander Mendiburu, Roberto Santana, José Antonio Lozano
Sentiment analysis with genetically evolved gaussian kernels. GECCO (2019)
Roberto Santana, Luis Martí, Mengjie Zhang
GP-based methods for domain adaptation: using brain decoding across subjects as a test-case. Genet. Program. Evolvable Mach. 20 (3) (2019)
Unai Garciarena, Roberto Santana, Alexander Mendiburu
Expanding variational autoencoders for learning and exploiting latent representations in search distributions. GECCO (2018)
Marcella S. R. Martins, Mohamed El Yafrani, Roberto Santana, Myriam Regattieri Delgado, Ricardo Lüders, Belaïd Ahiod
On the Performance of Multi-Objective Estimation of Distribution Algorithms for Combinatorial Problems. CEC (2018)
Marcella S. R. Martins, Myriam Regattieri Delgado, Ricardo Lüders, Roberto Santana, Richard A. Gonçalves, Carolina P. de Almeida
Hybrid multi-objective Bayesian estimation of distribution algorithm: a comparative analysis for the multi-objective knapsack problem. J. Heuristics 24 (1) (2018)
Abdelhakim Cheriet, Roberto Santana
Modeling dependencies between decision variables and objectives with copula models. GECCO (Companion) (2018)
M. Inés Torres, Gérard Chollet, César Montenegro, Jofre Tenorio-Laranga, Olga Gordeeva, Anna Esposito, Cornelius Glackin, Stephan Schlögl, Olivier Deroo, Begoñya Fernández-Ruanova, Roberto Santana, Maria Stylianou Korsnes, Fred Lindner, Daria Kyslitska, Miriam Reiner, Gennaro Cordasco, Mari Aksnes, Raquel Justo
EMPATHIC, Expressive, Advanced Virtual Coach to Improve Independent Healthy-Life-Years of the Elderdy. IberSPEECH (2018)
Diana Carrera, Roberto Santana, José Antonio Lozano
The Relationship Between Graphical Representations of Regular Vine Copulas and Polytrees. IPMU (3) (2018)
Unai Garciarena, Roberto Santana, Alexander Mendiburu
Evolved GANs for generating pareto set approximations. GECCO (2018)
Unai Garciarena, Roberto Santana, Alexander Mendiburu
Analysis of the Complexity of the Automatic Pipeline Generation Problem. CEC (2018)
Andrei Strickler, Olacir Rodrigues Castro Junior, Aurora T. R. Pozo, Roberto Santana
An investigation of the selection strategies impact on MOEDAs: CMA-ES and UMDA. Appl. Soft Comput. 62 (2018)
Unai Garciarena, Alexander Mendiburu, Roberto Santana
Towards a more efficient representation of imputation operators in TPOT. CoRR (2018)
Ekhine Irurozki, Josu Ceberio, Josean Santamaria, Roberto Santana, Alexander Mendiburu
Algorithm 989: perm_mateda: A Matlab Toolbox of Estimation of Distribution Algorithms for Permutation-based Combinatorial Optimization Problems. ACM Trans. Math. Softw. 44 (4) (2018)
Marcella S. R. Martins, Myriam Regattieri Delgado, Ricardo Lüders, Roberto Santana, Richard A. Gonçalves, Carolina P. de Almeida
Exploring the probabilistic graphic model of a hybrid multi-objective Bayesian estimation of distribution algorithm. Appl. Soft Comput. 73 (2018)
Marcella S. R. Martins, Mohamed El Yafrani, Roberto Santana, Myriam Regattieri Delgado, Ricardo Lüders, Belaïd Ahiod
On the performance of multi-objective estimation of distribution algorithms for combinatorial problems. CoRR (2018)
Roberto Santana, Gia Sirbiladze, Bezhan Ghvaberidze, Bidzina Matsaberidze
A comparison of probabilistic-based optimization approaches for vehicle routing problems. CEC (2017)
Olacir R. Castro Jr., Roberto Santana, José Antonio Lozano, Aurora T. R. Pozo
Combining CMA-ES and MOEA/DD for many-objective optimization. CEC (2017)
Murilo Zangari de Souza, Roberto Santana, Alexander Mendiburu, Aurora Trinidad Ramirez Pozo
Not all PBILs are the same: Unveiling the different learning mechanisms of PBIL variants. Appl. Soft Comput. 53 (2017)
Roberto Santana, José Antonio Lozano
Different scenarios for survival analysis of evolutionary algorithms. GECCO (2017)
Vidal D. Fontoura, Aurora T. R. Pozo, Roberto Santana
Automated design of hyper-heuristics components to solve the PSP problem with HP model. CEC (2017)
Murilo Zangari, Alexander Mendiburu, Roberto Santana, Aurora T. R. Pozo
Multiobjective decomposition-based Mallows Models estimation of distribution algorithm. A case of study for permutation flowshop scheduling problem. Inf. Sci. 397 (2017)
Olacir R. Castro Jr., Aurora T. R. Pozo, José Antonio Lozano, Roberto Santana
Transfer weight functions for injecting problem information in the multi-objective CMA-ES. Memetic Comput. 9 (2) (2017)
Unai Garciarena, Roberto Santana, Alexander Mendiburu
Evolving imputation strategies for missing data in classification problems with TPOT. CoRR (2017)
Roberto Santana
Reproducing and learning new algebraic operations on word embeddings using genetic programming. CoRR (2017)
Roberto Santana
Gray-box optimization and factorized distribution algorithms: where two worlds collide. CoRR (2017)
Unai Garciarena, Roberto Santana
An extensive analysis of the interaction between missing data types, imputation methods, and supervised classifiers. Expert Syst. Appl. 89 (2017)
Murilo Zangari, Aurora T. R. Pozo, Roberto Santana, Alexander Mendiburu
A decomposition-based binary ACO algorithm for the multiobjective UBQP. Neurocomputing 246 (2017)
Marcella Scoczynski Ribeiro Martins, Myriam Regattieri Delgado, Ricardo Lüders, Roberto Santana, Richard A. Gonçalves, Carolina P. de Almeida
Probabilistic Analysis of Pareto Front Approximation for a Hybrid Multi-objective Bayesian Estimation of Distribution Algorithm. BRACIS (2017)
Olacir R. Castro Jr., Aurora T. R. Pozo, José Antonio Lozano, Roberto Santana
An investigation of clustering strategies in many-objective optimization: the I-Multi algorithm as a case study. Swarm Intell. 11 (2) (2017)
Diana Carrera, Roberto Santana, José Antonio Lozano
Vine copula classifiers for the mind reading problem. Prog. Artif. Intell. 5 (4) (2016)
Roberto Santana, Zheng Zhu, Helmut G. Katzgraber
Evolutionary Approaches to Optimization Problems in Chimera Topologies. CoRR (2016)
Unai Garciarena, Roberto Santana
Evolutionary Optimization of Compiler Flag Selection by Learning and Exploiting Flags Interactions. GECCO (Companion) (2016)
Marcella S. R. Martins, Myriam Regattieri de Biase da Silva Delgado, Roberto Santana, Ricardo Lüders, Richard Aderbal Gonçalves, Carolina Paula de Almeida
HMOBEDA: Hybrid Multi-objective Bayesian Estimation of Distribution Algorithm. GECCO (2016)
Andrei Strickler, Olacir Rodrigues Castro Junior, Aurora T. R. Pozo, Roberto Santana
Investigating Selection Strategies in Multi-objective Probabilistic Model Based Algorithms. BRACIS (2016)
Stjepan Picek, Roberto Santana, Domagoj Jakobovic
Maximal nonlinearity in balanced boolean functions with even number of inputs, revisited. CEC (2016)
Olacir R. Castro Jr., Roberto Santana, Aurora T. R. Pozo
C-Multi: A competent multi-swarm approach for many-objective problems. Neurocomputing 180 (2016)
Murilo Zangari, Roberto Santana, Alexander Mendiburu, Aurora T. R. Pozo
On the Design of Hard mUBQP Instances. GECCO (2016)
Roberto Santana, Alexander Mendiburu, José Antonio Lozano
A review of message passing algorithms in estimation of distribution algorithms. Nat. Comput. 15 (1) (2016)
Roberto Santana, Zheng Zhu, Helmut G. Katzgraber
Evolutionary Approaches to Optimization Problems in Chimera Topologies. GECCO (2016)
Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Evolving MNK-landscapes with structural constraints. CEC (2015)
Stjepan Picek, Robert I. McKay, Roberto Santana, Tom Gedeon
Fighting the Symmetries: The Structure of Cryptographic Boolean Function Spaces. GECCO (2015)
Josu Ceberio, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Mixtures of Generalized Mallows models for solving the quadratic assignment problem. CEC (2015)
Gian Mauricio Fritsche, Andrei Strickler, Aurora T. R. Pozo, Roberto Santana
Capturing Relationships in Multi-objective Optimization. BRACIS (2015)
Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Computing factorized approximations of Pareto-fronts using mNM-landscapes and Boltzmann distributions. CoRR (2015)
Murilo Zangari de Souza, Roberto Santana, Aurora Trinidad Ramirez Pozo, Alexander Mendiburu
MOEA/D-GM: Using probabilistic graphical models in MOEA/D for solving combinatorial optimization problems. CoRR (2015)
Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Multi-objective NM-Landscapes. GECCO (Companion) (2015)
Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Multi-view classification of psychiatric conditions based on saccades. Appl. Soft Comput. 31 (2015)
Carlos Echegoyen, Roberto Santana, Alexander Mendiburu, José Antonio Lozano
Comprehensive characterization of the behaviors of estimation of distribution algorithms. Theor. Comput. Sci. 598 (2015)

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Publication Activity (10 Years)

Top Topics

Top Venues

Roberto Santana