On a Heavy-Tailed Intensity Normalization of the Parkinson's Progression Markers Initiative Brain Database. - Diego Castillo-Barnes; Carlos Arenas; Fermín Segovia; Francisco Jesús Martínez-Murcia; Ignacio A. Illán; Juan Manuel Górriz; Javier Ramírez 001; Diego Salas-Gonzalez (IWINAC (1), 2017)

A 3D Convolutional Neural Network Approach for the Diagnosis of Parkinson's Disease. - Francisco Jesús Martínez-Murcia; Andrés Ortiz 001; Juan Manuel Górriz; Javier Ramírez 001; Fermín Segovia; Diego Salas-Gonzalez; Diego Castillo-Barnes; Ignacio A. Illán (IWINAC (1), 2017)

Automatic Separation of Parkinsonian Patients and Control Subjects Based on the Striatal Morphology. - Fermín Segovia; Juan Manuel Górriz; Javier Ramírez 001; Francisco Jesús Martínez-Murcia; Diego Castillo-Barnes; Ignacio A. Illán; Andrés Ortiz 001; Diego Salas-Gonzalez (IWINAC (1), 2017)

Evaluating Alzheimer's Disease Diagnosis Using Texture Analysis. - Francisco Jesús Martínez-Murcia; Juan Manuel Górriz; Javier Ramírez 001; Fermín Segovia; Diego Salas-Gonzalez; Diego Castillo-Barnes; Ignacio A. Illán; Andrés Ortiz 001 (MIUA, 2017)

A semi-supervised learning approach for model selection based on class-hypothesis testing. - Juan Manuel Górriz; Javier Ramírez 001; John Suckling; Francisco Jesús Martínez-Murcia; Ignacio Álvarez; Fermín Segovia; Andrés Ortiz 001; Diego Salas-Gonzalez; Diego Castillo-Barnes; Carlos García Puntonet (Expert Syst. Appl., 2017)

A Heavy Tailed Expectation Maximization Hidden Markov Random Field Model with Applications to Segmentation of MRI. - Diego Castillo-Barnes; Ignacio Peis; Francisco Jesús Martínez-Murcia; Fermín Segovia; Ignacio A. Illán; Juan Manuel Górriz; Javier Ramírez 001; Diego Salas-Gonzalez (Frontiers Neuroinformatics, 2017)

Functional Brain Imaging Synthesis Based on Image Decomposition and Kernel Modeling: Application to Neurodegenerative Diseases. - Francisco Jesús Martínez-Murcia; Juan Manuel Górriz; Javier Ramírez 001; Ignacio A. Illán; Fermín Segovia; Diego Castillo-Barnes; Diego Salas-Gonzalez (Frontiers Neuroinformatics, 2017)

Using Early Acquisitions of Amyloid-PET as a Surrogate of FDG-PET: A Machine Learning Based Approach. - Fermín Segovia; Juan Manuel Górriz; Javier Ramírez 001; Francisco Jesús Martínez-Murcia; Diego Castillo-Barnes; R. Sanchez-Vano; Pablo Sopena-Novales; Manuel Gómez-Río (PRNI, 2018)

Classification Improvement for Parkinson's Disease Diagnosis Using the Gradient Magnitude in DaTSCAN SPECT Images. - Diego Castillo-Barnes; Fermín Segovia; Francisco Jesús Martínez-Murcia; Diego Salas-Gonzalez; Javier Ramírez 001; Juan Manuel Górriz (SOCO-CISIS-ICEUTE, 2018)

Deep Convolutional Autoencoders vs PCA in a Highly-Unbalanced Parkinson's Disease Dataset: A DaTSCAN Study. - Francisco Jesús Martínez-Murcia; Andrés Ortiz 001; Juan Manuel Górriz; Javier Ramírez 001; Diego Castillo-Barnes; Diego Salas-Gonzalez; Fermín Segovia (SOCO-CISIS-ICEUTE, 2018)

Robust Ensemble Classification Methodology for I123-Ioflupane SPECT Images and Multiple Heterogeneous Biomarkers in the Diagnosis of Parkinson's Disease. - Diego Castillo-Barnes; Javier Ramírez 001; Fermín Segovia; Francisco Jesús Martínez-Murcia; Diego Salas-Gonzalez; Juan Manuel Górriz (Frontiers Neuroinformatics, 2018)

Comparison Between Affine and Non-affine Transformations Applied to I ^[123] [ 123 ] -FP-CIT SPECT Images Used for Parkinson's Disease Diagnosis. - Diego Castillo-Barnes; Francisco Jesús Martínez-Murcia; Fermín Segovia; Ignacio A. Illán; Diego Salas-Gonzalez; Juan Manuel Górriz; Javier Ramírez 001 (IWINAC (1), 2019)

Support Vector Machine Failure in Imbalanced Datasets. - Ignacio A. Illán; Juan Manuel Górriz; Javier Ramírez 001; Francisco Jesús Martínez-Murcia; Diego Castillo-Barnes; Fermín Segovia; Diego Salas-González (IWINAC (1), 2019)

Periodogram Connectivity of EEG Signals for the Detection of Dyslexia. - Francisco Jesús Martínez-Murcia; Andrés Ortiz 001; Roberto Cesar Morales-Ortega; Pedro Javier Lopez-Abarejo; Juan Luis Luque; Diego Castillo-Barnes; Fermín Segovia; Ignacio A. Illán; Julio Ortega 001; Javier Ramírez 001; Juan Manuel Górriz (IWINAC (1), 2019)

Assisted Diagnosis of Parkinsonism Based on the Striatal Morphology. - Fermín Segovia; Juan Manuel Górriz; Javier Ramírez 001; Francisco Jesús Martínez-Murcia; Diego Castillo-Barnes (Int. J. Neural Syst., 2019)

Optimized One vs One Approach in Multiclass Classification for Early Alzheimer's Disease and Mild Cognitive Impairment Diagnosis. - Carmen Jimenez-Mesa; Ignacio Álvarez Illán; Alberto Martín-Martín; Diego Castillo-Barnes; Francisco Jesús Martínez-Murcia; Javier Ramírez 001; Juan Manuel Górriz (IEEE Access, 2020)

Morphological Characterization of Functional Brain Imaging by Isosurface Analysis in Parkinson's Disease. - Diego Castillo-Barnes; Francisco Jesús Martínez-Murcia; Andrés Ortiz García; Diego Salas-Gonzalez; Javier Ramírez 001; Juan Manuel Górriz (Int. J. Neural Syst., 2020)

Expectation-Maximization algorithm for finite mixture of α-stable distributions. - Diego Castillo-Barnes; Francisco Jesús Martínez-Murcia; Javier Ramírez 001; J. M. Górriz; Diego Salas-Gonzalez (Neurocomputing, 2020)

Multivariate analysis of dual-point amyloid PET intended to assist the diagnosis of Alzheimer's disease. - Fermín Segovia; Javier Ramírez 001; Diego Castillo-Barnes; Diego Salas-Gonzalez; Manuel Gómez-Río; Pablo Sopena-Novales; Christophe Phillips; Yudong Zhang 001; J. M. Górriz (Neurocomputing, 2020)

Autosomal dominantly inherited alzheimer disease: Analysis of genetic subgroups by machine learning. - Diego Castillo-Barnes; Li Su 002; Javier Ramírez 001; Diego Salas-Gonzalez; Francisco Jesús Martínez-Murcia; Ignacio A. Illán; Fermín Segovia; Andrés Ortiz 001; Carlos Cruchaga; Martin R. Farlow; Chengjie Xiong; Neil R. Graff-Radford; et al. (Inf. Fusion, 2020)

Granger causality-based information fusion applied to electrical measurements from power transformers. - Jacob Rodriguez-Rivero; Javier Ramírez 001; Francisco Jesús Martínez-Murcia; Fermín Segovia; Andrés Ortiz 001; Diego Salas-Gonzalez; Diego Castillo-Barnes; Ignacio Álvarez Illán; Carlos García Puntonet; Carmen Jimenez-Mesa; F. J. Leiva; S. Carillo; et al. (Inf. Fusion, 2020)

Studying the Manifold Structure of Alzheimer's Disease: A Deep Learning Approach Using Convolutional Autoencoders. - Francisco Jesús Martínez-Murcia; Andrés Ortiz 001; Juan Manuel Górriz; Javier Ramírez 001; Diego Castillo-Barnes (IEEE J. Biomed. Health Informatics, 2020)

Statistical Agnostic Mapping: A framework in neuroimaging based on concentration inequalities. - Juan Manuel Górriz; Carmen Jimenez-Mesa; Rafael Romero-Garcia; Fermín Segovia; Javier Ramírez 001; Diego Castillo-Barnes; Francisco Jesús Martínez-Murcia; Andrés Ortiz 001; Diego Salas-Gonzalez; Ignacio Álvarez Illán; Carlos García Puntonet; David López-García; et al. (Inf. Fusion, 2021)

Quantifying Inter-hemispheric Differences in Parkinson's Disease Using Siamese Networks. - Juan Eloy Arco; Andrés Ortiz 001; Diego Castillo-Barnes; Juan Manuel Górriz; Javier Ramírez 001 (IWINAC (1), 2022)

CAD System for Parkinson's Disease with Penalization of Non-significant or High-Variability Input Data Sources. - Diego Castillo-Barnes; Javier Merino-Chica; R. Garcia-Diaz; Carmen Jimenez-Mesa; Juan Eloy Arco; Javier Ramírez 001; J. M. Górriz (IWINAC (1), 2022)

Evaluating Intensity Concentrations During the Spatial Normalization of Functional Images for Parkinson's Disease. - Diego Castillo-Barnes; Juan Eloy Arco; Carmen Jimenez-Mesa; Javier Ramírez 001; J. M. Górriz; Diego Salas-Gonzalez (IWINAC (1), 2022)

Automatic Classification System for Diagnosis of Cognitive Impairment Based on the Clock-Drawing Test. - Carmen Jimenez-Mesa; Juan Eloy Arco; Meritxell Valentí-Soler; Belén Frades-Payo; María A. Zea-Sevilla; Andrés Ortiz 001; Marina Ávila-Villanueva; Diego Castillo-Barnes; Javier Ramírez 001; Teodoro Del Ser-Quijano; Cristóbal Carnero-Pardo; Juan Manuel Górriz (IWINAC (1), 2022)

Analyzing Statistical Inference Maps Using MRI Images for Parkinson's Disease. - Carmen Jimenez-Mesa; Diego Castillo-Barnes; Juan Eloy Arco; Fermín Segovia; Javier Ramírez 001; Juan Manuel Górriz (IWINAC (1), 2022)

Modelling the Progression of the Symptoms of Parkinsons Disease Using a Nonlinear Decomposition of 123I FP-CIT SPECT Images. - Jose Antonio Simón-Rodríguez; Francisco Jesús Martínez-Murcia; Javier Ramírez 001; Diego Castillo-Barnes; Juan Manuel Górriz (IWINAC (1), 2022)

Quantifying Differences Between Affine and Nonlinear Spatial Normalization of FP-CIT Spect Images. - Diego Castillo-Barnes; Carmen Jimenez-Mesa; Francisco Jesús Martínez-Murcia; Diego Salas-Gonzalez; Javier Ramírez 001; Juan Manuel Górriz (Int. J. Neural Syst., 2022)

Revealing Patterns of Symptomatology in Parkinson's Disease: A Latent Space Analysis with 3D Convolutional Autoencoders. - E. Delgado de las Heras; Francisco Jesús Martínez-Murcia; Ignacio A. Illán; Carmen Jiménez-Mesa; Diego Castillo-Barnes; Javier Ramírez 001; Juan Manuel Górriz (CoRR, 2023)

Ensembling shallow siamese architectures to assess functional asymmetry in Alzheimer's disease progression. - Juan Eloy Arco; Andrés Ortiz 001; Diego Castillo-Barnes; Juan Manuel Górriz; Javier Ramírez 001 (Appl. Soft Comput., 2023)

Using Explainable Artificial Intelligence in the Clock Drawing Test to Reveal the Cognitive Impairment Pattern. - Carmen Jimenez-Mesa; Juan Eloy Arco; Meritxell Valentí-Soler; Belén Frades-Payo; María A. Zea-Sevilla; Andrés Ortiz 001; Marina Ávila-Villanueva; Diego Castillo-Barnes; Javier Ramírez 001; Teodoro Del Ser-Quijano; Cristóbal Carnero-Pardo; Juan Manuel Górriz (Int. J. Neural Syst., 2023)

Nonlinear Weighting Ensemble Learning Model to Diagnose Parkinson's Disease Using Multimodal Data. - Diego Castillo-Barnes; Francisco Jesús Martínez-Murcia; Carmen Jimenez-Mesa; Juan Eloy Arco; Diego Salas-Gonzalez; Javier Ramírez 001; J. M. Górriz (Int. J. Neural Syst., 2023)

Computational approaches to Explainable Artificial Intelligence: Advances in theory, applications and trends. - J. M. Górriz; I. Álvarez Illán; Agustín Álvarez-Marquina; Juan Eloy Arco; Martin Atzmüller; F. Ballarini; Emilia I. Barakova; Guido Bologna; María Paula Bonomini; Germán Castellanos-Domínguez; Diego Castillo-Barnes; S. B. Cho; et al. (Inf. Fusion, 2023)

Enhancing Intensity Differences in EEG Cross-Frequency Coupling Maps for Dyslexia Detection. - Diego Castillo-Barnes; Andrés Ortiz 001; Pietro Stabile; Nicolás Gallego-Molina; Patrícia Figueiredo; Juan Luis Luque (IWINAC, 2024)

A Survey on EEG Phase Amplitude Coupling to Speech Rhythm for the Prediction of Dyslexia. - Nicolás Gallego-Molina; Francisco Jesús Martínez-Murcia; Marco A. Formoso; Diego Castillo-Barnes; Andrés Ortiz 001; Javier Ramírez 001; J. M. Górriz; Pedro Javier Lopez-Perez; Juan Luis Luque (IWINAC, 2024)

Dual-System Recommendation Architecture for Adaptive Reading Intervention Platform for Dyslexic Learners. - J. Ignacio Mateo-Trujillo; Diego Castillo-Barnes; Ignacio Rodríguez-Rodríguez; Andrés Ortiz 001; Alberto Peinado; Juan Luis Luque; Auxiliadora Sánchez-Gómez (IWINAC (2), 2024)

Visualizing Brain Synchronization: An Explainable Representation of Phase-Amplitude Coupling. - Andrés Ortiz 001; Nicolás Gallego-Molina; Diego Castillo-Barnes; Ignacio Rodríguez-Rodríguez; Juan Manuel Górriz (IWINAC, 2024)

A Bayesian framework for phase-amplitude cross-frequency coupling inference: Application to reading disability detection. - Diego Castillo-Barnes; Andrés Ortiz 001; Patrícia Figueiredo; Nicolás Gallego-Molina (Expert Syst. Appl., 2025)

Directed Weighted EEG Connectogram Insights of One-to-One Causality for Identifying Developmental Dyslexia. - Ignacio Rodríguez-Rodríguez; José Ignacio Mateo-Trujillo; Andrés Ortiz 001; Nicolás J. Gallego-Molina; Diego Castillo-Barnes; Juan Luis Luque (Int. J. Neural Syst., 2025)