Publications

Displaying 76 - 100 of 1227

Publication	Date
Bridge damage identification under varying environmental and operational conditions combining Deep Learning and numerical simulations Authors: Ana Fernandez-Navamuel,David Pardo,Filipe Magalhães,Diego Zamora-Sánchez,Ángel J. Omella,David Garcia-Sanchez This work proposes a novel supervised learning approach to identify damage in operating bridge structures. We propose a method to introduce the effect of environmental and operational conditions into the synthetic damage scenarios employed for training a Deep Neural Network, which is applicable to… Elsevier BV	2023-01-01
Variable selection with LASSO regression for complex survey data Authors: Amaia Iparragirre,Thomas Lumley,Irantzu Barrio,Inmaculada Arostegui Variable selection is an important step to end up with good prediction models. LASSO regression models are one of the most commonly used methods for this purpose, for which cross‐validation is the most widely applied validation technique to choose the tuning parameter . Validation techniques in a… Wiley	2023-01-01
Unsupervised Domain Adaption for Neural Information Retrieval Authors: Dominguez, Carlos,Campos, Jon Ander,Agirre, Eneko,Azkune, Gorka Neural information retrieval requires costly annotated data for each target domain to be competitive. Synthetic annotation by query generation using Large Language Models or rule-based string manipulation has been proposed as an alternative, but their relative merits have not been analysed. In this… Elsevier BV	2023-01-01
State-of-the-Art in Language Technology and Language-centric Artificial Intelligence Authors: Rodrigo Agerri,Eneko Agirre,Itziar Aldabe,Nora Aranberri,Jose Maria Arriola,Aitziber Atutxa,Gorka Azkune,Jon Ander Campos,Arantza Casillas,Ainara Estarrona,Aritz Farwell,Iakes Goenaga,Josu Goikoetxea,Koldo Gojenola,Inma Hernáez,Mikel Iruskieta,Gorka… AbstractThis chapter landscapes the field of Language Technology (LT) and language- centric AI by assembling a comprehensive state-of-the-art of basic and applied research in the area. It sketches all recent advances in AI, including the most recent deep learning neural technologies. The chapter… Springer International Publishing	2023-01-01
Solving a Multi-objective Job Shop Scheduling Problem with an Automatically Configured Evolutionary Algorithm Authors: Jesús Para,Javier Del Ser,Antonio J. Nebro Springer Nature Switzerland	2023-01-01
Automatic Logical Forms improve fidelity in Table-to-Text generation Authors: Iñigo Alonso,Eneko Agirre Table-to-text systems generate natural language statements from structured data like tables. While end-to-end techniques suffer from low factual correctness (fidelity), a previous study reported gains when using manual logical forms (LF) that represent the selected content and the semantics of the… Elsevier BV	2023-01-01
Estimation of the ROC curve and the area under it with complex survey data Authors: Amaia Iparragirre,Irantzu Barrio,Inmaculada Arostegui Logistic regression models are widely applied in daily practice. Hence, it is necessary to ensure they have an adequate predictive performance, which is usually estimated by means of the receiver operating characteristic (ROC) curve and the area under it (area under the curve [AUC]). Traditional… Wiley	2023-01-01
Hyper-parameter Optimization Using Continuation Algorithms Authors: Jairo Rojas-Delgado,J. A. Jiménez,Rafael Bello,J. A. Lozano Springer International Publishing	2023-01-01
Estimating Future Costs of Emerging Wave Energy Technologies Authors: Pablo Ruiz-Minguela,Donald R. Noble,Vincenzo Nava,Shona Pennock,Jesus M. Blanco,Henry Jeffrey The development of new renewable energy technologies is generally perceived as a critical factor in the fight against climate change. However, significant difficulties arise when estimating the future performance and costs of nascent technologies such as wave energy. Robust methods to estimate the… MDPI AG	2022-12-23
Evolutionary Multitask Optimization: Fundamental research questions, practices, and directions for the future Authors: Eneko Osaba,Javier Del Ser,Ponnuthurai N. Suganthan 17 pages, 3 figures. This papers has been accepted and published in Swarm and Evolutionary Computation under this DOI: 10.1016/j.swevo.2022.101203 Elsevier BV	2022-12-01
Greybox XAI: A Neural-Symbolic learning framework to produce interpretable predictions for image classification Authors: Adrien Bennetot,Gianni Franchi,Javier Del Ser,Raja Chatila,Natalia Díaz-Rodríguez Accepted in Knowledge-Based Systems Journal Elsevier BV	2022-12-01
Bayesian Performance Analysis for Algorithm Ranking Comparison Authors: Jairo Rojas-Delgado,Josu Ceberio,Borja Calvo,Jose A. Lozano Institute of Electrical and Electronics Engineers (IEEE)	2022-12-01
Eigenvalue Curves for Generalized MIT Bag Models Authors: Naiara Arrizabalaga,Albert Mas,Tomás Sanz-Perela,Luis Vega We study spectral properties of Dirac operators on bounded domains $Ω\subset \mathbb{R}^3$ with boundary conditions of electrostatic and Lorentz scalar type and which depend on a parameter $τ\in\mathbb{R}$; the case $τ= 0$ corresponds to the MIT bag model. We show that the eigenvalues are… Springer Science and Business Media LLC	2022-11-22
A painless multi-level automatic goal-oriented hp-adaptive coarsening strategy for elliptic and non-elliptic problems Authors: Felipe V. Caro,Vincent Darrigrand,Julen Alvarez-Aramberri,Elisabete Alberdi,David Pardo Elsevier BV	2022-11-01
A framework for adapting online prediction algorithms to outlier detection over time series Authors: Alaiñe Iturria,Jokin Labaien,Santi Charramendieta,Aizea Lojo,Javier Del Ser,Francisco Herrera Elsevier BV	2022-11-01
Jointly optimized ensemble deep random vector functional link network for semi-supervised classification Authors: Qiushi Shi,Ponnuthurai Nagaratnam Suganthan,Javier Del Ser Randomized neural networks have become more and more attractive recently since they use closed-form solutions for parameter training instead of gradient-based approaches. Among them, the random vector functional link network (RVFL) and its deeper version ensemble deep random vector functional link… Elsevier BV	2022-10-01
On the interfacial lithium dynamics in Li7La3Zr2O12:poly(ethylene oxide) (LiTFSI) composite polymer-ceramic solid electrolytes under strong polymer phase confinement Authors: Rincón, M.,Cortés, H.E.,Carrasco, J.,Akhmatskaya, E.,Garcia, F. A better molecular-level understanding of Li+ diffusion through ceramic/polymer interfaces is key to designing high-performance composite solid-state electrolytes for all-solid-state batteries. By considering as a case study a composite electrolyte constituted by Li+ conductive Ga3+ doped-… Elsevier BV	2022-10-01
Group’n Route: An Edge Learning-Based Clustering and Efficient Routing Scheme Leveraging Social Strength for the Internet of Vehicles Authors: Naercio Magaia,Pedro Ferreira,Paulo Rogerio Pereira,Khan Muhammad,Javier Del Ser,Victor Hugo C. de Albuquerque The Internet of Vehicles (IoV) is undoubtedly at the core of the future of intelligent transportation. It will prevail over the road ecosystem, and it will have a huge impact on our lives throughout the provision of seamless connectivity among diverse transportation means. For the network to… Institute of Electrical and Electronics Engineers (IEEE)	2022-10-01
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization Authors: Abolfazl Shirazi,Josu Ceberio,Jose A. Lozano Handling non-linear constraints in continuous optimization is challenging, and finding a feasible solution is usually a difficult task. In the past few decades, various techniques have been developed to deal with linear and non-linear constraints. However, reaching feasible solutions has been a… Institute of Electrical and Electronics Engineers (IEEE)	2022-10-01
Refined isogeometric analysis of quadratic eigenvalue problems Authors: Hashemian, Ali,Garcia, Daniel,Pardo, David,Calo, Victor M. Certain applications that analyze damping effects require the solution of quadratic eigenvalue problems (QEPs). We use refined isogeometric analysis (rIGA) to solve quadratic eigenproblems. rIGA discretization, while conserving desirable properties of maximum-continuity isogeometric analysis (IGA… Elsevier BV	2022-09-01
Numerical Regge pole analysis of resonance structures in state-to-state reactive differential cross sections Authors: Elena Akhmatskaya,Dmitri Sokolovski This is the third (and the last) code in a collection of three programs [Sokolovski et al (2011), Akhmatskaya et al (2014)] dedicated to the analysis of numerical data, obtained in an accurate simulation of an atom-diatom chemical reaction. Our purpose is to provide a detailed description of a… Elsevier BV	2022-08-01
Time series classifier recommendation by a meta-learning approach Authors: A. Abanda,U. Mori,Jose A. Lozano This work addresses time series classifier recommendation for the first time in the literature by considering several recommendation forms or meta-targets: classifier accuracies, complete ranking, top-M ranking, best set and best classifier. For this, an ad-hoc set of quick estimators of the… Elsevier BV	2022-08-01
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Authors: Eric L. Manibardo,Ibai Lana,Javier Del Ser 25 pages, 7 figures, 2 tables Institute of Electrical and Electronics Engineers (IEEE)	2022-07-01
Pulseless electrical activity in in-hospital cardiac arrest – A crossroad for decisions Authors: Norvik, A.,Unneland, E.,Bergum, D.,Buckler, D.G.,Bhardwaj, A.,Eftestøl, T.,Aramendi Ecenarro, Elisabete,Nordseth, T.,Abella, B.S.,Kvaløy, J.T.,Skogvoll, E. PEA is often seen during resuscitation, either as the presenting clinical state in cardiac arrest or as a secondary rhythm following transient return of spontaneous circulation (ROSC), ventricular fibrillation/tachycardia (VF/VT), or asystole (ASY). The aim of this study was to explore and quantify… Elsevier BV	2022-07-01
Airway strategy and ventilation rates in the pragmatic airway resuscitation trial Authors: Henry E, Wang,Xabier, Jaureguibeitia,Elisabete, Aramendi,Graham, Nichol,Tom, Aufderheide,Mohamud R, Daya,Matthew, Hansen,Michelle, Nassal,Ashish R, Panchal,Dhimitri A, Nikolla,Erik, Alonso,Jestin, Carlson,Robert H, Schmicker,Shannon W, Stephens,Unai,… We sought to describe ventilation rates during out-of-hospital cardiac arrest (OHCA) resuscitation and their associations with airway management strategy and outcomes.We analyzed continuous end-tidal carbon dioxide capnography data from adult OHCA enrolled in the Pragmatic Airway Resuscitation… Elsevier BV	2022-07-01