发表论文

期刊文章、会议论文、书籍章节和预印本 (1996–2025)。外部资料库：谷歌学术 • ORCID • ResearchGate

2025
Echeverria, I., Murua, M., & Santana, R.
Leveraging constraint programming in a deep learning approach for dynamically solving the flexible job-shop scheduling problem
Expert Systems with Applications, 265, 125895  期刊
DOI
Echeverria, I., Murua, M., & Santana, R.
Offline reinforcement learning for job-shop scheduling problems
Applied Soft Computing, 113736  期刊
DOI
Echeverria, I., Murua, M., & Santana, R.
Diverse policy generation for the flexible job-shop scheduling problem via deep reinforcement learning with a novel graph representation
Engineering Applications of Artificial Intelligence, 139, 109488  期刊
DOI
Vadillo, J., Santana, R., & Lozano, J. A.
Adversarial attacks in explainable machine learning: A survey of threats against models and humans
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 15(1), e1567  期刊
DOI
Garcia, I., Santana, R., & Gonzalez, J.
DNkS: A distance-based neighborhood k-search algorithm for determining meter–transformer connectivity in low-voltage grids
Sustainable Energy, Grids and Networks, 42, 101707  期刊
DOI
Olza, A., Soto, D., & Santana, R.
Domain Adaptation-enhanced searchlight: enabling classification of brain states from visual perception to mental imagery
Brain Informatics, 12(1), 1–17  期刊
DOI
Garciarena, U., Machado, P., Lourenço, N., Mendiburu, A., & Santana, R.
Neuroeboluzio Informazioaren Ustiapena: Iragana Aztertu Etorkizun Eraginkor Baterako
IkerGazte. Nazioarteko ikerketa euskaraz, 3, 85–92  期刊
DOI
Santana Hermida, R. & Hernández Castellanos, C. I.
Benchmarking MOEAs for solving continuous multi-objective RL problems
Proceedings of the GECCO 2025 Companion, 415–418  会议论文
DOI
Terin, R. C., Arenas, Z. G., & Santana, R.
Identifying Phase Transitions in the Classical Ising Model with Neural Networks: A Neural Architecture Search Perspective
Pattern Recognition and Artificial Intelligence (MedPRAI24), Springer, 741–756  会议论文
链接
da Silva Freitas, A. G., Guimarães, K. S. C., Arenas, Z. G., & Santana, R.
Redes Neurais na Identificação de Transições de Fase
VETOR – Revista de Ciências Exatas e Engenharias, 35(1)  期刊
DOI
Echeverria, I., Murua, M., & Santana, R.
Self-Evaluation for Job-Shop Scheduling
arXiv preprint arXiv:2502.08684  预印本
arXiv
Bonfanti, A., Medina, I., List, R., Staeves, B., Santana, R., & Ellero, M.
PINN Balls: Scaling Second-Order Methods for PINNs with Domain Decomposition and Adaptive Sampling
arXiv preprint arXiv:2510.21262  预印本
arXiv
Olza, A., Santana, R., & Soto, D.
DecNefLab: A Modular and Interpretable Simulation Framework for Decoded Neurofeedback
arXiv preprint arXiv:2511.14555  预印本
arXiv
2024
Carrera, D., Santana, R., & Lozano, J. A.
Learning the Graph Structure of Regular Vine-Copulas from Dependence Lists
ACM Transactions on Evolutionary Learning, 4(4), 1–22  期刊
DOI
Bonfanti, A., Santana, R., Ellero, M., & Gholami, B.
On the generalization of PINNs outside the training domain and the hyperparameters influencing it
Neural Computing and Applications, 36(36), 22677–22696  期刊
DOI
Prol-Godoy, I., Santana, R., Rey-Martínez, F. J., & Picallo-Pérez, A.
Proposal for an intelligent methodology to manage energy in buildings and detect anomalies as a compass towards ZEB
Applied Sciences, 14(23), 10918  期刊
DOI
Cosson, R., Santana, R., Derbel, B., & Liefooghe, A.
On Bi-objective Combinatorial Optimization with Heterogeneous Objectives
European Journal of Operational Research, 319(1), 89–101  期刊
链接
Leite, J., Nhoatto, F., Jacob Jr., A., Santana, R., & Lobato, F.
Computational Tools for neuronal morphometric analysis: A Systematic Search and review
Neuroinformatics, 22, 353–377  期刊
链接
García, I. & Santana, R.
Filter method-based feature selection process for unattributed-identity multi-target regression problem
Expert Systems with Applications, 246, 123245  期刊
链接
García, I. & Santana, R.
Unified Framework for the Analysis of the Effect of Control Strategies on On-Load Tap-Changer's Automatic Voltage Controller
IEEE Transactions on Automation Science and Engineering, 21(1), 1539–1548  期刊
链接
Santana, R., Picallo-Pérez, A., Inza, I., & Prol-Godoy, I.
Fault Classification from Multivariate Time Series in Fan Coil Units: The Impact of the Temporal Component
4th International Conference on Smart City and Green Energy (ICSCGE 2024), Sydney, Australia  会议论文
DOI
Santana, R., Prol-Godoy, I., Inza, I., & Picallo-Pérez, A.
Continuous estimation of distribution algorithms for the parametric optimization of geothermal power plants
7th International Conference on Computational Intelligence and Intelligent Systems (CIIS 2024), Nagoya, Japan  会议论文
DOI
Garciarena, U., Santana, R., & Mendiburu, A.
Factorized Models in Neural Architecture Search: Impact on Computational Costs and Performance
IJCNN-2024, Yokohama, Japan  会议论文
链接
Echeverría, I., Murua, M., & Santana, R.
Multi-Assignment Scheduler: A New Behavioral Cloning Method for the Job-Shop Scheduling Problem
18th Learning and Intelligent Optimization Conference (LION-2024), Ischia, Italy  会议论文
DOI
Santana, R.
Stacking LLM Models' Predictions for Feature Selection in Anomaly Classification
10th IEEE International Conference on Sustainable Technology and Engineering (i-COSTE 2024), Perth, Australia  会议论文
链接
Santana, R.
Enhancing accuracy and explainability in anomaly classification with large language models
1st International Workshop on Causality, Agents and Large Models (CALM-2024), Kyoto, Japan. Springer CCIS  会议论文
DOI
Agirre, E. et al. (incl. Santana, R.)
ENIA Chair in Artificial Intelligence and Language Technology
SEPLN-CEDI2024, Valladolid, Spain  会议论文
PDF
Carmo, R., González-Arenas, Z., & Santana, R.
Identifying Phase Transitions in Physical Systems with Neural Networks: A Neural Architecture Search Perspective
IEEE Cybermatics (SmartData Workshops) 2024  会议论文
arXiv
Santana, R. & Romero-Sicre, M.
Optimal Synthesis Embeddings
arXiv preprint arXiv:2406.10259  预印本
arXiv
Vadillo, J., Santana, R., Lozano, J. A., & Kwiatkowska, M.
Uncertainty-Aware Explanations Through Probabilistic Self-Explainable Neural Networks
arXiv preprint arXiv:2403.13740  预印本
arXiv
2023
Garciarena, U., Mendiburu, A., & Santana, R.
Redefining Neural Architecture Search of Heterogeneous Multi-Network Models by Characterizing Variation Operators and Model Components
IEEE Transactions on Neural Networks and Learning Systems  期刊
链接
Montenegro, C., Santana, R., & Lozano, J. A.
Introducing Multi-dimensional Hierarchical Classification: Characterization, solving strategies and performance measures
Neurocomputing, 533, 141–160  期刊
链接
Ribeiro, V. H. A., Santana, R., & Reynoso-Meza, G.
Random vector functional link forests and extreme learning forests applied to UAV automatic target recognition
Engineering Applications of Artificial Intelligence, 117, 105538  期刊
DOI
Vadillo, J., Santana, R., & Lozano, J. A.
Extending Adversarial Attacks to produce Adversarial Class Probability Distributions
Journal of Machine Learning Research, 24, 1–42  期刊
链接
Santana, R.
EML for Unsupervised Learning [书籍章节]
Handbook of Evolutionary Machine Learning, Springer (Banzhaf, Machado, Zhang, Eds.)  书籍章节
链接
Santana, R.
Other Search-Based Optimization Approaches [书籍章节]
Introduction to Computational Intelligence: An IEEE CIS Open Book, IEEE, 73–83  书籍章节
链接
Santana, R., Prol-Godoy, I., Picallo-Pérez, A., & Inza, I.
Evolved Neural Networks for Building Energy Prediction
IEEE SSCI 2023, Mexico DF, Mexico, 801–806  会议论文
链接
Santana, R.
The Impact of Imputation Methods on the Classification of Household Devices from Electricity Usage Time Series
10th International Conference on Social Networks Analysis, Management and Security (SNAMS 2023), Abu Dhabi  会议论文
链接
Santana, R., Hidalgo-Cenalmor, I., Garciarena, U., Mendiburu, A., & Lozano, J. A.
Neuroevolutionary Algorithms Driven by Neuron Coverage Metrics for Semi-Supervised Classification
GECCO 2023, Lisbon, Portugal  会议论文
DOI
2022
Cosson, Raphaël and Santana, Roberto and Derbel, Bilel and Liefooghe, Arnaud
Multi-objective NK landscapes with heterogeneous objectives
Proceedings of the Genetic and Evolutionary Computation Conference, 502--510  会议论文
链接
Lima, Ricardo HR and Magalhães, Dimmy and Pozo, Aurora and Mendiburu, Alexander and Santana, Roberto
A grammar-based GP approach applied to the design of deep neural networks
Genetic Programming and Evolvable Machines, 1--26  期刊
链接
Mei, Ning and Santana, Roberto and Soto, David
Informative neural representations of unseen contents during higher-order processing in human brains and deep artificial networks
Nature Human Behaviour, 6, 720--731  期刊
链接
Murua, M and Galar, D and Santana, R
Solving the multi-objective Hamiltonian cycle problem using a Branch-and-Fix based algorithm
Journal of Computational Science, 60, 101578  期刊
链接
Santana, Roberto and Liefooghe, Arnaud and Derbel, Bilel
Boomerang-shaped neural embeddings for NK landscapes
Proceedings of the Genetic and Evolutionary Computation Conference, 858--866  会议论文
链接
Santana, R
An embedding space for SARS-CoV-2 epitope-based vaccines
European Journal of Clinical Investigation, 52  会议论文
R. Santana and S. Shakya
Evolutionary approaches with adaptive operators for the bi-objective TTP problem
2022 IEEE Symposium Series on Computational Intelligence (IEEE SSCI), 1-8  会议论文
DOI
Jon Vadillo and Roberto Santana
On the human evaluation of universal audio adversarial perturbations
Computers & Security, 112, 102495  期刊
链接
Jon Vadillo and Roberto Santana and Jose A. Lozano
Analysis of dominant classes in universal adversarial perturbations
Knowledge-Based Systems, 236, 107719  期刊
链接
2021
Garcia, Iker and Santana, Roberto
Unified Framework for the Analysis of the Effect of Control Policies on Automatic Voltage Regulators
TechRxiv, 15022611  预印本
链接
Garciarena, Unai and Mendiburu, Alexander and Santana, Roberto
Towards automatic construction of multi-network models for heterogeneous multi-task learning
ACM Transactions on Knowledge Discovery from Data (TKDD), 15, 1--23  期刊
链接
Garciarena, Unai and Santana, Roberto and Mendiburu, Alexander
Redefining Neural Architecture Search of Heterogeneous Multi-Network Models by Characterizing Variation Operators and Model Components
CoRR, abs/2106.08972  预印本
arXiv
Garciarena, Unai and Lourenço, Nuno and Machado, Penousal and Santana, Roberto and Mendiburu, Alexander
On the Exploitation of Neuroevolutionary Information: Analyzing the Past for a More Efficient Future
CoRR, abs/2105.12836  预印本
arXiv
Garciarena, U. and Vadillo, J. and Mendiburu, A. and Santana, R.
Adversarial Perturbations for Evolutionary Optimization
International Conference on Machine Learning, Optimization, and Data Science (LOD-2021), 13164, 408--422  会议论文
链接
Manuel J Garcia Rodriguez et al.
Award Price Estimator for Public Procurement Auctions Using Machine Learning Algorithms: Case Study with Tenders from Spain
Studies in Informatics and Control, 30, 67--76  期刊
DOI
Arenas, Zochil González and Jimenez, Juan Carlos and Lozada-Chang, Li-Vang and Santana, Roberto
Estimation of distribution algorithms for the computation of innovation estimators of diffusion processes
Mathematics and Computers in Simulation, 187, 449--467  期刊
链接
R. H. R. Lima and V. Fontoura and A. T. R. Pozo and A. Mendiburu and R. Santana
Automatic design of deep neural networks applied to image segmentation problems
Genetic Programming: EuroGP 2021, 98-112  会议论文
链接
Martins, Marcella SR et al.
Analysis of Bayesian Network Learning Techniques for a Hybrid Multi-objective Bayesian Estimation of Distribution Algorithm
Journal of Heuristics, 27, 549--573  期刊
链接
Mei, Ning and Santana, Roberto and Soto, David
Informative neural representations of unseen objects during higher-order processing in human brains and deep artificial networks
bioRxiv  预印本
链接
C. Montenegro and R. Santana and J. A. Lozano
Analysis of the sensitivity of the End-Of-Turn Detection task to errors generated by the Automatic Speech Recognition process
Engineering Applications of Artificial Intelligence, 100, 104189  期刊
链接
Olaso, Javier M et al.
The EMPATHIC Virtual Coach: a demo
ICMI 2021, 848--851  会议论文
链接
Roman, Ibai and Santana, Roberto and Mendiburu, Alexander and Lozano, Jose A
Evolution of Gaussian Process kernels for machine translation post-editing effort estimation
Annals of Mathematics and Artificial Intelligence, 89, 835--856  期刊
链接
Santana, R
Semantic Composition of Word-Embeddings with Genetic Programming
Heuristics for Optimization and Learning, 409--423  会议论文
链接
Vadillo, Jon and Santana, Roberto and Lozano, Jose A
When and How to Fool Explainable Models (and Humans) with Adversarial Examples
CoRR, abs/2107.01943  预印本
arXiv
2020
Unai Garciarena and Roberto Santana and Alexander Mendiburu
EvoFlow: A Python library for evolving deep neural network architectures in tensorflow
IEEE SSCI-2020, 2288--2295  会议论文
链接
Garciarena, Unai and Mendiburu, Alexander and Santana, Roberto
Analysis of the transferability and robustness of GANs evolved for Pareto set approximations
Neural Networks, 132, 281--296  期刊
链接
Unai Garciarena and Roberto Santana and Alexander Mendiburu
Envisioning the Benefits of Back-Drive in Evolutionary Algorithms
IEEE CEC 2020, 1--8  会议论文
DOI
Unai Garciarena and Roberto Santana and Alexander Mendiburu
Automatic Structural Search for Multi-task Learning VALPs
ICOL 2020, 25--36  会议论文
链接
Khargharia, Himadri Sikhar et al.
Investigating RNNs for vehicle volume forecasting in service stations
IEEE SSCI-2020, 2625--2632  会议论文
链接
R. H. R. Lima and V. Fontoura and A. T. R. Pozo and A. Mendiburu and R. Santana
A symmetric grammar approach for designing segmentation models
IEEE CEC 2020, 1--8  会议论文
链接
C. Montenegro and R. Santana and J. A. Lozano
Transfer learning in hierarchical dialogue topic classification with neural networks
IJCNN-2020, 1--8  会议论文
链接
M. Murua and A. Suárez and D. Galar and R. Santana and A. Wretland
Tool-Path Problem in Direct Energy Deposition Metal-Additive Manufacturing: Sequence Strategy Generation
IEEE Access, 8, 91574-91585  期刊
链接
Murua, Maialen and Galar, Diego and Santana, Roberto
Adaptation of a Branching Algorithm to Solve the Multi-Objective Hamiltonian Cycle Problem
Operations Research Proceedings 2019, 231--237  会议论文
链接
Roman, Ibai and Santana, Roberto and Mendiburu, Alexander and Lozano, Jose A
In-depth analysis of SVM kernel learning and its components
Neural Computing and Applications, 1--20  期刊
链接
R. Santana and S. Shakya
Dynamic programming operators for bi-objective TTP problem
IEEE CEC 2020, 1-8  会议论文
链接
T. Santana et al.
Evaluation of the Temperature and Time in Centrifugation-Assisted Freeze Concentration
Applied Sciences, 10, 9130  期刊
链接
G. Sirbiladze et al.
A new hesitant fuzzy TOPSIS approach in multi-attribute group decision making
Bulletin of the Georgian National Academy of Sciences, 14, 17--22  期刊
链接
Soto, David and Sheikh, Usman Ayub and Mei, Ning and Santana, Roberto
Decoding and encoding models reveal the role of mental simulation in the brain representation of meaning
Royal Society open science, 7, 192043  期刊
链接
Jon Vadillo and Roberto Santana
On the human evaluation of audio adversarial examples
CoRR, abs/2001.08444  预印本
arXiv
Jon Vadillo and Roberto Santana and Jose A. Lozano
Analysis of Dominant Classes in Universal Adversarial Perturbations
CoRR, abs/2012.14352  预印本
arXiv
Jon Vadillo and Roberto Santana and Jose A. Lozano
Extending Adversarial Attacks to produce Adversarial Class Probability Distributions
CoRR, abs/2004.06383  预印本
arXiv
Jon Vadillo and Roberto Santana and Jose A. Lozano
Exploring Gaps in DeepFool in Search of More Effective Adversarial Perturbations
LOD-2020, 12566, 215--227  会议论文
链接
2019
Diana Carrera and Roberto Santana and Jose Antonio Lozano
Detection of sand dunes on Mars using a regular vine-based classification approach
Knowledge Based Systems, 163, 858--874  期刊
链接
Garciarena, Unai and Mendiburu, Alexander and Santana, Roberto
Towards automatic construction of multi-network models for heterogeneous multi-task learning
CoRR, abs/1903.09171  预印本
arXiv
R. H. R. Lima and A. T. R. Pozo and R. Santana
Automatic design of convolutional neural networks using grammatical evolution
BRACIS 2019, 329--334  会议论文
链接
Dimmy Magalhães and Aurora Pozo and Roberto Santana
An empirical comparison of distance/similarity measures for Natural Language Processing
ENIAC 2019, 717--728  会议论文
链接
Mei, Ning and Sheikh, Usman and Santana, Roberto and Soto, David
How the brain encodes meaning: Comparing word embedding and computer vision models to predict fMRI data during visual word recognition
CCN 2019, 863--866  会议论文
PDF
C. Montenegro et al.
A Dialogue-Act Taxonomy for a Virtual Coach Designed to Improve the Life of Elderly
Multimodal Technologies and Interaction, 3, 52  期刊
链接
C. Montenegro and R. Santana and J. A. Lozano
Data generation approaches for topic classification in multilingual spoken dialog system
PETRA-19, 211-217  会议论文
链接
Ibai Roman and Roberto Santana and Alexander Mendiburu and Jose Antonio Lozano
Sentiment analysis with genetically evolved Gaussian kernels
GECCO 2019, 1328--1336  会议论文
链接
Ibai Roman and Roberto Santana and Alexander Mendiburu and Jose Antonio Lozano
Evolving Gaussian Process kernels for translation editing effort estimation
LION 13, 304--318  会议论文
链接
Roman, Ibai and Mendiburu, Alexander and Santana, Roberto and Lozano, Jose A
Bayesian Optimization Approaches for Massively Multi-modal Problems
LION 13, 383--397  会议论文
链接
Roman, Ibai and Santana, Roberto and Mendiburu, Alexander and Lozano, Jose A
An Experimental Study in Adaptive Kernel Selection for Bayesian Optimization
IEEE Access, 7, 184302--184394  期刊
链接
R. Santana and L. Marti and M. Zhang
GP-based methods for domain adaptation: Using brain decoding across subjects as a test-case
Genetic Programming and Evolvable Machines, 20, 385--411  期刊
链接
M. L. Torres et al.
The EMPATHIC Project: Mid-term Achievements
PETRA-19, 629-638  会议论文
链接
Jon Vadillo and Roberto Santana
Universal Adversarial Examples in Speech Command Classification
CoRR, abs/1911.10182  预印本
arXiv
2018
D. Carrera and R. Santana and J. A. Lozano
The Relationship Between Graphical Representations of Regular Vine Copulas and Polytrees
IPMU-2018, 678--690  会议论文
链接
Cheriet, Abdelhakim and Santana, Roberto
Modeling dependencies between decision variables and objectives with copula models
GECCO Companion 2018, 175--176  会议论文
链接
Unai Garciarena and Roberto Santana and Alexander Mendiburu
Evolved GANs for generating Pareto set approximations
GECCO 2018, 434--441  会议论文
链接
Unai Garciarena and Roberto Santana and Alexander Mendiburu
Expanding variational autoencoders for learning and exploiting latent representations in search distributions
GECCO 2018, 849--856  会议论文
链接
Unai Garciarena and Roberto Santana and Alexander Mendiburu
Analysis of the complexity of the automatic pipeline generation problem
IEEE CEC-2018, 1--8  会议论文
链接
Garciarena, Unai and Mendiburu, Alexander and Santana, Roberto
Towards a more efficient representation of imputation operators in TPOT
CoRR, abs/1801.04407  预印本
arXiv
Ekhine Irurozki et al.
Algorithm 989: perm_mateda: A Matlab Toolbox of Estimation of Distribution Algorithms for Permutation-based Combinatorial Optimization Problems
ACM TOMS, 44, 47  期刊
链接
R. H. R. Lima et al.
Evolutionary Multi-Objective System Design: Theory and Applications
119--151  期刊
链接
Martins, Marcella SR et al.
Hybrid multi-objective Bayesian estimation of distribution algorithm: a comparative analysis for the multi-objective knapsack problem
Journal of Heuristics, 24, 25-47  期刊
链接
Martins, Marcella SR et al.
Exploring the probabilistic graphic model of a hybrid multi-objective Bayesian estimation of distribution algorithm
Applied Soft Computing, 73, 328-343  期刊
链接
M. S. R. Martins et al.
On the performance of multi-objective estimation of distribution algorithms for combinatorial problems
IEEE CEC-2018, 1--8  会议论文
链接
M. Murua et al.
Feature extraction based prediction of tool wear of Inconel 718 in face turning
Insight, 60, 1--8  期刊
链接
Strickler, Andrei et al.
An investigation of the selection strategies impact on MOEDAs: CMA-ES and UMDA
Applied Soft Computing, 62, 963--973  期刊
链接
2017及以前

1996年至2017年的论文提供BibTeX格式，按年份排列：

2017 2016 2015 2014 2013 2012 2011 2010 2009 2008 2007 2006 2005 2004 2003 2002 2001 2000 1999 1998 1997 1996 所有年份