GA11 GA11 Aprendizaje y Redes Neuronales Artificiales (AYRNA)

R

Ayllón-Gavilán, D

Guijo-Rubio, P

DOI: 10.1109/TCYB.2024.3498100

F

Bérchez-Moreno, R

Ayllón-Gavilán, V

DOI: 10.1016/j.neucom.2024.129305

R

Rosati, L

Romeo, V

DOI: 10.1109/TNNLS.2024.3360641

J

Barbero-Gómez, R

P

DOI: 10.1016/j.neucom.2024.128878

R

Calleja-Lozano, M

Rivera-Gavilán, D

DOI: 10.1097/TP.0000000000005312

A

M

Gómez-Orellana, M

DOI: 10.1016/j.cgh.2024.12.010

J

Barbero-Gómez, P

A

DOI: 10.1007/s11063-022-10824-7

F

Bérchez-Moreno, A

M

DOI: 10.1038/s41598-024-57654-2

M

Rodríguez-Perálvez, G

de la Rosa, A

DOI: 10.1016/j.eclinm.2024.102737

V

M

Vargas, A

DOI: 10.1016/j.knosys.2024.112223

M

Middlehurst, A

Ismail-Fawaz, A

DOI: https://jmlr.org/papers/v25/23-1444.html

A

M

Gómez-Orellana, D

DOI: 10.1016/j.engappai.2024.108462

Trinidad-Gutiérrez, M

C

Vázquez-Borrego, E

DOI: 10.1016/j.ejso.2024.108642

F

Bérchez-Moreno, J

C

DOI: 10.1016/j.inffus.2024.102299

D

Guijo-Rubio, M

Middlehurst, G

DOI: 10.1007/s10618-024-01027-w

C

Perales-González, J

Pérez-Rodríguez y A

DOI: 10.1038/s41598-023-38948-3

A

M

Durán Rosal, A

DOI: 10.1016/j.asoc.2022.109914

Guijo-Rubio D

, Durán-Rosal A

M

DOI: 10.1016/j.asoc.2023.110647

Rodriguez-Peralvarez ML, Gomez-Orellana AM, Majumdar A, Bailey M, McCaughan GW, Gow P, Guerrero M, Taylor R, Guijo-Rubio D, Hervas-Martinez C, Tsochatzis EA

Development and validation of the Gender-Equity Model for Liver Allocation (GEMA) to prioritise candidates for liver transplantation: a cohort study

LANCET GASTROENTEROLOGY & HEPATOLOGY

DOI: 10.1016/S2468-1253(22)00354-5

Vargas VM, Rosati R, Hervas-Martinez C, Mancini A, Romeo L, Gutierrez PA

A hybrid feature learning approach based on convolutional kernels for ATM fault prediction using event-log data

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

DOI: 10.1016/j.engappai.2023.106463

Vargas VM, Gutierrez PA, Barbero-Gomez J, Hervas-Martinez C

Activation Functions for Convolutional Neural Networks: Proposals and Experimental Study

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

DOI: 10.1109/TNNLS.2021.3105444

Diaz-Lozano M, Guijo-Rubio D, Gutierrez PA, Hervas-Martinez C

Cluster analysis and forecasting of viruses incidence growth curves: Application to SARS-CoV-2

EXPERT SYSTEMS WITH APPLICATIONS

DOI: 10.1016/j.eswa.2023.120103

Vargas VM, Gutierrez PA, Rosati R, Romeo L, Frontoni E, Hervas-Martinez C

Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment

COMPUTERS IN INDUSTRY

DOI: 10.1016/j.compind.2022.103786

Barbero-Gómez J, Gutiérrez PA, Hervás-Martínez C

Error-Correcting Output Codes in the Framework of Deep Ordinal Classification

NEURAL PROCESSING LETTERS

DOI: 10.1007/s11063-022-10824-7

Vargas VM, Gutierrez PA, Rosati R, Romeo L, Frontoni E, Hervas-Martinez C

Exponential loss regularisation for encouraging ordinal constraint to shotgun stocks quality assessment

APPLIED SOFT COMPUTING

DOI: 10.1016/j.asoc.2023.110191

Vargas VM, Durán-Rosal AM, Guijo-Rubio D, Gutiérrez PA, Hervás-Martínez C

Generalised triangular distributions for ordinal deep learning: Novel proposal and optimisation

INFORMATION SCIENCES

DOI: 10.1016/j.ins.2023.119606

Gomez-Orellana AM, Guijo-Rubio D, Perez-Aracil J, Gutierrez PA, Salcedo-Sanz S, Hervas-Martinez C

One month in advance prediction of air temperature from Reanalysis data with eXplainable Artificial Intelligence techniques

ATMOSPHERIC RESEARCH

DOI: 10.1016/j.atmosres.2023.106608

Vargas VM, Gutierrez PA, Barbero-Gomez J, Hervas-Martinez C

Soft labelling based on triangular distributions for ordinal classification

INFORMATION FUSION

DOI: 10.1016/j.inffus.2023.01.003

Duran-Rosal AM, Carbonero M, Gutierrez PA, Hervas-Martinez C

SCIENTIFIC REPORTS

2022

DOI: 10.1038/s41598-022-22243-8

Rosati R, Romeo L, Vargas VM, Gutierrez PA, Hervas-Martinez C, Frontoni E

NEURAL COMPUTING & APPLICATIONS

2022

DOI: 10.1007/s00521-022-07050-6

Briceno J, Calleja R, Hervas C

HEPATOBILIARY & PANCREATIC DISEASES INTERNATIONAL

2022

DOI: 10.1016/j.hbpd.2022.03.001

Diaz-Lozano M, Guijo-Rubio D, Gutierrez PA, Gomez-Orellana AM, Tunez I, Ortigosa-Moreno L, Romanos-Rodriguez A, Padillo-Ruiz J, Hervas-Martinez C

EXPERT SYSTEMS WITH APPLICATIONS

2022

DOI: 10.1016/j.eswa.2022.117977

Rodriguez-Peralvarez M, Colmenero J, Gonzalez A, Gastaca M, Curell A, Caballero-Marcos A, Sanchez-Martinez A, Di Maira T, Herrero JI, Almohalla C, Lorente S, Cuadrado-Lavin A, Pascual S, Lopez-Garrido MA, Gonzalez-Grande R, Gomez-Orellana A, Alejandre R, Zamora-Olaya J, Bernal-Bellido C

AMERICAN JOURNAL OF TRANSPLANTATION

2022

DOI: 10.1111/ajt.17021

Gomez-Orellana AM, Guijo-Rubio D, Gutierrez PA, Hervas-Martinez C

RENEWABLE ENERGY

2022

DOI: 10.1016/j.renene.2021.11.122

Casado-Adam A, Rodriguez-Ortiz L, Rufian-Pena S, Munoz-Casares C, Caro-Cuenca T, Ortega-Salas R, Fernandez-Peralbo MA, Luque-de-Castro MD, Sanchez-Hidalgo JM, Hervas-Martinez C, Romero-Ruiz A, Briceno J, Arjona-Sanchez A

JOURNAL OF CLINICAL MEDICINE

2022

DOI: 10.3390/jcm11195785

Vargas VM, Gutierrez PA, Hervas-Martinez C

PATTERN RECOGNITION

2022

DOI: 10.1016/j.patcog.2021.108310

Amiri B, Gómez-Orellana AM, Gutiérrez PA, Dizene R, Hervás-Martínez C, Dahmani K

A novel approach for global solar irradiation forecasting on tilted plane using Hybrid Evolutionary Neural Networks

JOURNAL OF CLEANER PRODUCTION

DOI: 10.1016/j.jclepro.2020.125577

IF: 9,297 Q1 D1

Barbero-Gómez J, Gutiérrez PA, Vargas VM, Vallejo-Casas JA, Hervás-Martínez C

An ordinal CNN approach for the assessment of neurological damage in Parkinson's disease patients

EXPERT SYSTEMS WITH APPLICATIONS

DOI: 10.1016/j.eswa.2021.115271

IF: 6,954 Q1 D1

Gómez-Orellana AM, Fernández JC, Dorado-Moreno M, Gutiérrez PA, Hervás-Martínez C

Building Suitable Datasets for Soft Computing and Machine Learning Techniques from Meteorological Data Integration: A Case Study for Predicting Significant Wave Height and Energy Flux

ENERGIES

DOI: 10.3390/en14020468

IF: 3,004 Q3 D

Dueñas-Jurado JM, Gutiérrez PA, Casado-Adam A, Santos-Luna F, Salvatierra-Velázquez Á, Cárcel S, Robles-Arista CJ, Hervás-Martínez C

New models for donor-recipient matching in lung transplantations

PLOS ONE

DOI: 10.1371/journal.pone.0252148

IF: 3,24 Q2 D4

Durán-Rosal AM, Camacho-Cañamón J, Gutierrez PA, Guiote-Moreno MV, Rodríguez-Cáceres E, Vallejo-Casas JA, Hervás-Martínez C

Ordinal classification of the affectation level of 3D-images in Parkinson diseases

SCIENTIFIC REPORTS

DOI: 10.1038/s41598-021-86538-y

IF: 4,379 Q1 D3

Guijo-Rubio D, Briceño J, Gutiérrez PA, Ayllón MD, Ciria R, Hervás-Martínez C

Statistical methods versus machine learning techniques for donor-recipient matching in liver transplantation

PLOS ONE

DOI: 10.1371/journal.pone.0252068

Guijo-Rubio D, Durán-Rosal AM, Gutiérrez PA, Troncoso A, Hervás-Martínez C

Time-Series Clustering Based on the Characterization of Segment Typologies

IEEE TRANSACTIONS ON CYBERNETICS

DOI: 10.1109/TCYB.2019.2962584

IF: 11,448 Q1 D1

F

Jansen, J

Sánchez-Monedero y L

DOI: 10.1177/20539517211063604

IF: 5,987 Q1 D1

Á

Carmona-Poyato, N

L

DOI: 10.1016/j.patcog.2021.107917

IF: 7,740 Q1 D2

Carmona-Poyato A, Fernandez-Garcia NL, Madrid-Cuevas FJ, Duran-Rosal AM

A new approach for optimal time -series segmentation ?

PATTERN RECOGNITION LETTERS

DOI: 10.1016/j.patrec.2020.04.006

IF: 3,255 Q: 2

Vargas VM, Gutierrez PA, Hervas-Martinez C

Cumulative link models for deep ordinal classification

NEUROCOMPUTING

DOI: 10.1016/j.neucom.2020.03.034

IF: 4,438 Q: 1

Guijo-Rubio D, Duran-Rosal AM, Gutierrez PA, Gomez-Orellana AM, Casanova-Mateo C, Sanz-Justo J, Salcedo-Sanz S, Hervas-Martinez C

Evolutionary artificial neural networks for accurate solar radiation prediction

ENERGY

DOI: 10.1016/j.energy.2020.118374

IF: 6,082 Q: 1 D: 1

Guijo-Rubio D, Gutierrez PA, Hervas-Martinez C

Machine learning methods in organ transplantation

CURRENT OPINION IN ORGAN TRANSPLANTATION

DOI: 10.1097/MOT.0000000000000774

IF: 2,571 Q: 3

Dorado-Moreno M, Navarin N, Gutierrez PA, Prieto L, Sperduti A, Salcedo-Sanz S, Hervas-Martinez C

Multi-task learning for the prediction of wind power ramp events with deep neural networks

NEURAL NETWORKS

DOI: 10.1016/j.neunet.2019.12.017

IF: 5,535 Q: 1

Martin A, Vargas VM, Gutierrez PA, Camacho D, Hervas-Martinez C

Optimising Convolutional Neural Networks using a Hybrid Statistically-driven Coral Reef Optimisation algorithm

APPLIED SOFT COMPUTING

DOI: 10.1016/j.asoc.2020.106144

IF: 5,472 Q: 1 D: 1

Dorado-Moreno M, Gutierrez PA, Cornejo-Bueno L, Prieto L, Salcedo-Sanz S, Hervas-Martinez C

Ordinal Multi-class Architecture for Predicting Wind Power Ramp Events Based on Reservoir Computing

NEURAL PROCESSING LETTERS

DOI: 10.1007/s11063-018-9922-5

IF: 2,891 Q: 2

Guijo-Rubio D, Casanova-Mateo C, Sanz-Justo J, Gutierrez PA, Cornejo-Bueno S, Hervas C, Salcedo-Sanz S

Ordinal regression algorithms for the analysis of convective situations over Madrid-Barajas airport

ATMOSPHERIC RESEARCH

DOI: 10.1016/j.atmosres.2019.104798

IF: 4,676 Q: 1

Guijo-Rubio D, Gutierrez PA, Casanova-Mateo C, Fernandez JC, Gimez-Orellana AM, Salvador-Gonzalez P, Salcedo-Sanz S, Hervas-Martinez C

Prediction of convective clouds formation using evolutionary neural computation techniques

NEURAL COMPUTING & APPLICATIONS

DOI: 10.1007/s00521-020-04795-w

IF: 4,774 Q: 1

Guijo-Rubio D, Gomez-Orellana AM, Gutierrez PA, Hervas-Martinez C

Short- and long-term energy flux prediction using Multi-Task Evolutionary Artificial Neural Networks

OCEAN ENGINEERING

DOI: 10.1016/j.oceaneng.2020.108089

IF: 3,068 Q: 1 D: 1

Rivero-Juarez A, Guijo-Rubio D, Tellez F, Palacios R, Merino D, Macias J, Fernandez JC, Gutierrez PA, Rivero A, Hervas-Martinez C

Using machine learning methods to determine a typology of patients with HIV-HCV infection to be treated with antivirals

PLOS ONE

DOI: 10.1371/journal.pone.0227188

IF: 2,74 Q: 2

Jimenez-Romero FJ, Guijo-Rubio D, Lara-Raya FR, Ruiz-Gonzalez A, Hervas-Martinez C

Validation of artificial neural networks to model the acoustic behaviour of induction motors

APPLIED ACOUSTICS

DOI: 10.1016/j.apacoust.2020.107332

IF: 2,44 Q: 2

C

Castillo-Botón, D

Casillas-Pérez, C

DOI: 10.3390/w12061528

IF: 2,544 Q: 2

Duran-Rosal AM, Gutierrez PA, Carmona-Poyato A, Heryas-Martinez C; A hybrid dynamic exploitation barebones particle swarm optimisation algorithm for time series segmentation

NEUROCOMPUTING

2019 353;45-55

DOI: 10.1016/j.neucom.2018.05.129

IF: 4,072 Q: 1

Comino F, Guijo-Rubio D, de Adana MR, Hervas-Martinez C; Validation of multitask artificial neural networks to model desiccant wheels activated at low temperature

INTERNATIONAL JOURNAL OF REFRIGERATION-REVUE INTERNATIONALE DU FROID

2019, 100;434-442

DOI: 10.1016/j.ijrefrig.2019.02.002

IF: 3,177 Q: 1

Fernandez JC, Carbonero M, Gutierrez PA, Hervas-Martinez C; Multi-objective evolutionary optimization using the relationship between F-1 and accuracy metrics in classification tasks

APPLIED INTELLIGENCE

2019

DOI: 10.1007/s10489-019-01447-y

IF: 2,882 Q: 2

Sanchez-Monedero J, Gutierrez PA, Perez-Ortiz M; ORCA: A Matlab/Octave Toolbox for Ordinal Regression

JOURNAL OF MACHINE LEARNING RESEARCH

2019

IF: 4,091 Q: 1

Redel-Macias MD, Hervas-Martinez C, Gutierrez PA, Pinzi S, Cubero-Atienza AJ, Dorado MP

Computational models to predict noise emissions of a diesel engine fueled with saturated and monounsaturated fatty acid methyl esters

ENERGY

IF: 4,968 Q: 1 D: 1

Duran-Rosal AM, Gutierrez PA, Martinez-Estudillo FJ, Hervas-Martinez C

Simultaneous optimisation of clustering quality and approximation error for time series segmentation

INFORMATION SCIENCES

IF: 4,305 Q: 1 D: 1

Fernandez JC, Cruz-Ramirez M, Hervas-Martinez C

Sensitivity versus accuracy in ensemble models of Artificial Neural Networks from Multi-objective Evolutionary Algorithms

NEURAL COMPUTING & APPLICATIONS

IF: 4,213 Q: 1

Fernandez-Navarro F, de la Cruz MA, Gutierrez PA, Castano A, Hervas-Martinez C

Time series forecasting by recurrent product unit neural networks

NEURAL COMPUTING & APPLICATIONS

IF: 4,213 Q: 1

Duran-Rosal AM, Gutierrez PA, Salcedo-Sanz S, Hervas-Martinez C

A statistically-driven Coral Reef Optimization algorithm for optimal size reduction of time series

APPLIED SOFT COMPUTING

IF: 3,907 Q: 1

Duran-Rosal AM, Fernandez JC, Casanova-Mateo C, Sanz-Justo J, Salcedo-Sanz S, Hervas-Martinez C

Efficient fog prediction with multi-objective evolutionary neural networks

APPLIED SOFT COMPUTING

IF: 3,907 Q: 1

Sanchez-Monedero J, Perez-Ortiz M, Saez A, Gutierrez PA, Hervas-Martinez C

Partial order label decomposition approaches for melanoma diagnosis

APPLIED SOFT COMPUTING

IF: 3,907 Q: 1

Guijo-Rubio D, Gutierrez PA, Casanova-Mateo C, Sanz-Justo J, Salcedo-Sanz S, Hervas-Martinez C

Prediction of low-visibility events due to fog using ordinal classification

ATMOSPHERIC RESEARCH

IF: 3,817 Q: 1

Dorado-Moreno M, Gutierrez PA, Cornejo-Bueno L, Prieto L, Salcedo-Sanz S, Hervas-Martinez

Ordinal multi-class architecture for predicting wind power ramp events based on reservoir computing

NEURAL PROCESSING LETTERS

DOI: 10.1007/s11063-018-9922-5

IF: 2,591 Q: 2

Chung YJ, Salvador-Carulla L, Salinas-Perez JA, Uriarte-Uriarte JJ, Iruin-Sanz A, Garcia-Alonso CR

Use of the self-organising map network (SOMNet) as a decision support system for regional mental health planning

HEALTH RESEARCH POLICY AND SYSTEMS

IF: 2,179 Q: 2

Fernandez-Arias D, Lopez-Martin M, Montero-Romero T, Martinez-Estudillo F, Fernandez-Navarro F

Financial Soundness Prediction Using a Multi-classification Model: Evidence from Current Financial Crisis in OECD Banks

COMPUTATIONAL ECONOMICS

IF: 1,038 Q: 3

Perez-Barea JJ, Fernandez-Navarro F, Montero-Simo MJ, Araque-Padilla R

A socially responsible consumption index based on non-linear dimensionality reduction and global sensitivity analysis

APPLIED SOFT COMPUTING

IF: 3,907 Q: 1

Ayllon MD, Ciria R, Cruz-Ramirez M, Perez-Ortiz M, Gomez I, Valente R, O'Grady J, de la Mata M, Hervas-Martinez C, Heaton ND, Briceno J

Validation of artificial neural networks as a methodology for donor-recipient matching for liver transplantation

LIVER TRANSPLANTATION

IF: 3,752 Q: 1

Del Pozo-Antunez JJ, Ariza-Montes A, Fernandez-Navarro F, Molina-Sanchez H

Effect of a Job Demand-Control-Social Support Model on Accounting Professionals' Health Perception

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH

IF: 2,145 Q: 2

Carbonero-Ruz, M, Martinez-Estudillo, FJ, Fernandez-Navarro, F, Becerra-Alonso, D, Martinez-Estudillo, AC

A two dimensional accuracy-based measure for classification performance

INFORMATION SCIENCES

IF: 4,832 Q: 1

Perez-Ortiz M, Gutierrez PA, Ayllon-Teran MD, Heaton N, Ciria R, Briceno J, Hervas-Martinez C

Synthetic semi-supervised learning in imbalanced domains: Constructing a model for donor-recipient matching in liver transplantation

KNOWLEDGE-BASED SYSTEMS

IF: 4,529 Q: 1

Dorado-Moreno M, Cornejo-Bueno L, Gutierrez PA, Prieto L, Hervas-Martinez C, Salcedo-Sanz S

Robust estimation of wind power ramp events with reservoir computing

RENEWABLE ENERGY

IF: 4,357 Q: 1

Dorado-Moreno M, Perez-Ortiz M, Gutierrez PA, Ciria R, Briceno J, Hervas-Martinez C

Dynamically weighted evolutionary ordinal neural network for solving an imbalanced liver transplantation problem

ARTIFICIAL INTELLIGENCE IN MEDICINE

IF: 2,009 Q: 2

Duran-Rosal AM, Fernandez JC, Gutierrez PA, Hervas-Martinez C

Detection and prediction of segments containing extreme significant wave heights

OCEAN ENGINEERING

IF: 1,894 Q: 1

Duran-Rosal AM, de la Paz-Marin M, Gutierrez PA, Hervas-Martinez C

Identifying Market Behaviours Using European Stock Index Time Series by a Hybrid Segmentation Algorithm

NEURAL PROCESSING LETTERS

IF: 1,62 Q: 3

Durán-Rosal AM, Dorado-Moreno M, Gutiérrez PA, Hervás-Martínez C

Identification of extreme wave heights with an evolutionary algorithm in combination with a likelihood-based segmentation

PROGRESS IN ARTIFICIAL INTELLIGENCE