Francisco Jesús Martínez-Murcia

98 papers C 1Misc 6Journal 57Unranked 34
YearRankTypeTitle / Venue / Authors
2026 J jnl
An explainable framework for the relationship between dementia and glucose metabolism patterns.
CoRR
Cristóbal Vázquez-García, Francisco Jesús Martínez-Murcia, F. Segovia Román, A. Forte, Javier Ramírez, Ignacio A. Illán, A. Hernández-Segura, Carmen Jimenez-Mesa, Juan M. Górriz
2026 J jnl
An explainable framework for the relationship between dementia and metabolism patterns.
NeuroImage
Cristóbal Vázquez-García, Francisco Jesús Martínez-Murcia, Fermín Segovia, A. Forte, Javier Ramírez, I. Illán, A. Hernández-Segura, Carmen Jimenez-Mesa, J. M. Górriz
2025 J jnl
Multimodal Integration of EEG and Near-Infrared Spectroscopy for Robust Cross-Frequency Coupling Estimation.
Int. J. Neural Syst.
Nicolás J. Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Wai Lok Woo
2025 J jnl
Tutorial: VAE as an inference paradigm for neuroimaging.
CoRR
Cristóbal Vázquez-García, Francisco Jesús Martínez-Murcia, F. Segovia Román, Juan Manuel Górriz Sáez
2025 J jnl
Uncovering Neuroimaging Biomarkers of Brain Tumor Surgery with AI-Driven Methods.
CoRR
Carmen Jimenez-Mesa, Yizhou Wan, Guilio Sansone, Francisco Jesús Martínez-Murcia, Javier Ramírez, Pietro Lio, Juan Manuel Górriz, Stephen J. Price, John Suckling, Michail Mamalakis
2024 Misc conf
A Cross-Modality Latent Representation for the Prediction of Clinical Symptomatology in Parkinson's Disease.
IWINAC
Cristóbal Vázquez-García, Francisco Jesús Martínez-Murcia, Juan Eloy Arco, Ignacio A. Illán, Carmen Jiménez-Mesa, Javier Ramírez, Juan Manuel Górriz
2024 J jnl
A Review of Latent Representation Models in Neuroimaging.
CoRR
Cristóbal Vázquez-García, Francisco Jesús Martínez-Murcia, F. Segovia Román, Juan Manuel Górriz
2024 Misc conf
A Survey on EEG Phase Amplitude Coupling to Speech Rhythm for the Prediction of Dyslexia.
IWINAC
Nicolás Gallego-Molina, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Diego Castillo-Barnes, Andrés Ortiz, Javier Ramírez, J. M. Górriz, Pedro Javier Lopez-Perez, Juan Luis Luque
2024 J jnl
Bridging Imaging and Clinical Scores in Parkinson's Progression via Multimodal Self-Supervised Deep Learning.
Int. J. Neural Syst.
Francisco Jesús Martínez-Murcia, Juan Eloy Arco, Carmen Jimenez-Mesa, Fermín Segovia, Ignacio Álvarez, Javier Ramírez, Juan Manuel Górriz
2024 Misc conf
Enhancing Neuronal Coupling Estimation by NIRS/EEG Integration.
IWINAC
Nicolás Gallego-Molina, Andrés Ortiz, Marco A. Formoso, Francisco Jesús Martínez-Murcia, Wai Lok Woo
2024 Misc conf
PDBIGDATA: A New Database for Parkinsonism Research Focused on Large Models.
IWINAC
R. López, Francisco Jesús Martínez-Murcia, Javier Ramírez, Teodoro Martín-Noguerol, Félix Paulano-Godino, Antonio Luna, J. M. Górriz, Fermín Segovia
2024 J jnl
Statistical Agnostic Regression: a machine learning method to validate regression models.
CoRR
Juan Manuel Górriz, J. Ramirez, Fermín Segovia, Francisco Jesús Martínez-Murcia, Carmen Jiménez-Mesa, John Suckling
2023 J jnl
Assessing Functional Brain Network Dynamics in Dyslexia from fNIRS Data.
Int. J. Neural Syst.
Nicolás Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Ignacio Rodríguez-Rodríguez, Juan Luis Luque
2023 J jnl
Computational approaches to Explainable Artificial Intelligence: Advances in theory, applications and trends.
Inf. Fusion
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, A. Ricardo Contreras, J. M. Cuadra, Enrique Domínguez, Francisco Domínguez-Mateos, Richard J. Duro, David A. Elizondo, Antonio Fernández-Caballero, Eduardo Fernández, Marco A. Formoso, Nicolás Gallego-Molina, Javier Gamazo, Javier González Jiménez, Jacob Rodriguez-Rivero, Carlos Garre del Olmo, F. Javier Garrigós, Andrés Gómez-Rodellar, Pedro Gómez-Vilda, Manuel Graña, Bernabé Rodríguez-Tapia, Sophie C. F. Hendrikse, Carmen Jimenez-Mesa, Marina Jodra-Chuan, Vicente Julián, G. Gabriela Kotz, Krzysztof Kutt, Matthew Leming, Javier de Lope Asiaín, Beatriz del Cisne Macas Ordónez, V. Marrero-Aguiar, José Javier Martínez, Francisco Jesús Martínez-Murcia, Rafael Martínez-Tomás, Jirí Mekyska, Grzegorz J. Nalepa, Paulo Novais, D. Orellana, Andrés Ortiz, Daniel Palacios-Alonso, José T. Palma, António Pereira, Pedro Pinacho Davidson, María Angélica Pinninghoff, M. Ponticorvo, Alexandra Psarrou, Javier Ramírez, Mariano Rincón, Victoria Rodellar-Biarge, Ignacio Rodríguez-Rodríguez, Peter H. M. P. Roelofsma, José Santos, Diego Salas-Gonzalez, Pedro Salcedo Lagos, Fermín Segovia, Afshin Shoeibi, M. Silva, Dragan Simic, John Suckling, Jan Treur, Athanasios Tsanas, Ramiro Varela, Shui-Hua Wang, Wei Wang, Yu-Dong Zhang, Hengde Zhu, Ziquan Zhu, José Manuel Ferrández-Vicente
2023 J jnl
Connected system for monitoring electrical power transformers using thermal imaging.
Integr. Comput. Aided Eng.
Fermín Segovia, Javier Ramírez, Diego Salas-González, Ignacio A. Illán, Francisco Jesús Martínez-Murcia, Jacob Rodriguez-Rivero, F. J. Leiva, C. Gaitan, J. M. Górriz
2023 J jnl
Convolutional Neural Networks for Neuroimaging in Parkinson's Disease: Is Preprocessing Needed?
CoRR
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Andrés Ortiz
2023 J jnl
EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia.
CoRR
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Pedro Javier Lopez-Perez, Miguel López-Zamora, Juan Luis Luque
2023 J jnl
Nonlinear Weighting Ensemble Learning Model to Diagnose Parkinson's Disease Using Multimodal Data.
Int. J. Neural Syst.
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Carmen Jimenez-Mesa, Juan Eloy Arco, Diego Salas-Gonzalez, Javier Ramírez, J. M. Górriz
2023 J jnl
Probabilistic Combination of Non-Linear Eigenprojections For Ensemble Classification.
IEEE Trans. Emerg. Top. Comput. Intell.
Juan Eloy Arco, Andrés Ortiz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Yu-Dong Zhang, Jordi Broncano, Manuel Álvaro Berbís, Javier Royuela-del-Val, Antonio Luna, Juan Manuel Górriz
2023 J jnl
Revealing Patterns of Symptomatology in Parkinson's Disease: A Latent Space Analysis with 3D Convolutional Autoencoders.
CoRR
E. Delgado de las Heras, Francisco Jesús Martínez-Murcia, Ignacio A. Illán, Carmen Jiménez-Mesa, Diego Castillo-Barnes, Javier Ramírez, Juan Manuel Górriz
2023 J jnl
Uncertainty-driven ensembles of multi-scale deep architectures for image classification.
Inf. Fusion
Juan Eloy Arco, Andrés Ortiz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Yudong Zhang, Juan Manuel Górriz
2022 — conf
Capacity Estimation from Environmental Audio Signals Using Deep Learning.
IWINAC (1)
C. Reyes-Daneri, Francisco Jesús Martínez-Murcia, Andrés Ortiz
2022 J jnl
Complex network modeling of EEG band coupling in dyslexia: An exploratory analysis of auditory processing and diagnosis.
Knowl. Based Syst.
Nicolás Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Almudena Giménez
2022 — conf
Modelling the Progression of the Symptoms of Parkinsons Disease Using a Nonlinear Decomposition of 123I FP-CIT SPECT Images.
IWINAC (1)
Jose Antonio Simón-Rodríguez, Francisco Jesús Martínez-Murcia, Javier Ramírez, Diego Castillo-Barnes, Juan Manuel Górriz
2022 J jnl
Quantifying Differences Between Affine and Nonlinear Spatial Normalization of FP-CIT Spect Images.
Int. J. Neural Syst.
Diego Castillo-Barnes, Carmen Jimenez-Mesa, Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, Javier Ramírez, Juan Manuel Górriz
2022 — conf
Temperature Control and Monitoring System for Electrical Power Transformers Using Thermal Imaging.
IWINAC (1)
Fermín Segovia, Javier Ramírez, Diego Salas-Gonzalez, Ignacio Álvarez Illán, Francisco Jesús Martínez-Murcia, Jacob Rodriguez-Rivero, F. J. Leiva, C. Gaitan, J. M. Górriz
2022 — conf
Temporal Phase Synchrony Disruption in Dyslexia: Anomaly Patterns in Auditory Processing.
IWINAC (1)
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Diego A. Aquino Brítez, Juan José Escobar, Juan Luis Luque
2022 — conf
Towards Mixed Mode Biomarkers: Combining Structural and Functional Information by Deep Learning.
IWINAC (1)
Andrés Ortiz, Juan Eloy Arco, Marco A. Formoso, Nicolás Gallego-Molina, Ignacio Rodríguez-Rodríguez, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez
2022 — conf
Unraveling Dyslexia-Related Connectivity Patterns in EEG Signals by Holo-Hilbert Spectral Analysis.
IWINAC (1)
Nicolás Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Ignacio Rodríguez-Rodríguez
2021 J jnl
Deep residual transfer learning for automatic diagnosis and grading of diabetic retinopathy.
Neurocomputing
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Javier Ramírez, Juan Manuel Górriz, Ricardo Cruz
2021 J jnl
Detecting Phase-Synchrony Connectivity Anomalies in EEG Signals. Application to Dyslexia Diagnosis.
Sensors
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Nicolás Gallego-Molina, Juan Luis Luque
2021 — conf
Modelling Brain Connectivity Networks by Graph Embedding for Dyslexia Diagnosis.
BIOMESIP
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Nicolás Gallego-Molina, Juan Luis Luque, Juan José Escobar, Francisco G. Montoya
2021 J jnl
Modelling Brain Connectivity Networks by Graph Embedding for Dyslexia Diagnosis.
CoRR
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Nicolás Gallego-Molina, Juan Luis Luque
2021 J jnl
Probabilistic combination of eigenlungs-based classifiers for COVID-19 diagnosis in chest CT images.
CoRR
Juan Eloy Arco, Andrés Ortiz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Yu-Dong Zhang, Jordi Broncano, Manuel Álvaro Berbís, Javier Royuela-del-Val, Antonio Luna, Juan Manuel Górriz
2021 J jnl
Statistical Agnostic Mapping: A framework in neuroimaging based on concentration inequalities.
Inf. Fusion
Juan Manuel Górriz, Carmen Jimenez-Mesa, Rafael Romero-Garcia, Fermín Segovia, Javier Ramírez, Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Andrés Ortiz, Diego Salas-Gonzalez, Ignacio Álvarez Illán, Carlos García Puntonet, David López-García, Manuel Gómez-Río, John Suckling
2021 — conf
Temporal EigenPAC for Dyslexia Diagnosis.
IWANN (2)
Nicolás Gallego-Molina, Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Juan Luis Luque
2021 J jnl
Temporal EigenPAC for dyslexia diagnosis.
CoRR
Nicolás Gallego-Molina, Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Juan Luis Luque
2020 Misc conf
A Neural Approach to Ordinal Regression for the Preventive Assessment of Developmental Dyslexia.
HAIS
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Marco A. Formoso, Miguel Lopez-Zamora, Juan Luis Luque, Almudena Giménez
2020 J jnl
A Neural Approach to Ordinal Regression for the Preventive Assessment of Developmental Dyslexia.
CoRR
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Miguel Lopez-Zamora, Juan Luis Luque, Almudena Giménez
2020 J jnl
Advances in multimodal data fusion in neuroimaging: Overview, challenges, and novel orientation.
Inf. Fusion
Yu-Dong Zhang, Zhengchao Dong, Shui-Hua Wang, Xiang Yu, Xujing Yao, Qinghua Zhou, Hua Hu, Min Li, Carmen Jimenez-Mesa, Javier Ramírez, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz
2020 J jnl
Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications.
Neurocomputing
Juan Manuel Górriz, Javier Ramírez, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Fermín Segovia, John Suckling, Matthew Leming, Yu-Dong Zhang, José Ramón Álvarez Sánchez, Guido Bologna, María Paula Bonomini, Fernando E. Casado, David Charte, Francisco Charte, Ricardo Contreras, Alfredo Cuesta-Infante, Richard J. Duro, Antonio Fernández-Caballero, José Manuel Ferrández
2020 J jnl
Autosomal dominantly inherited alzheimer disease: Analysis of genetic subgroups by machine learning.
Inf. Fusion
Diego Castillo-Barnes, Li Su, Javier Ramírez, Diego Salas-Gonzalez, Francisco Jesús Martínez-Murcia, Ignacio A. Illán, Fermín Segovia, Andrés Ortiz, Carlos Cruchaga, Martin R. Farlow, Chengjie Xiong, Neil R. Graff-Radford, Peter R. Schofield, Colin L. Masters, Stephen P. Salloway, Mathias Jucker, Hiroshi Mori, Johannes Levin, Juan Manuel Górriz, Dominantly Inherited Alzheimer Network (DIAN)
2020 Misc conf
Dyslexia Detection from EEG Signals Using SSA Component Correlation and Convolutional Neural Networks.
HAIS
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Juan Luis Luque, Auxiliadora Sánchez
2020 J jnl
Dyslexia Diagnosis by EEG Temporal and Spectral Descriptors: An Anomaly Detection Approach.
Int. J. Neural Syst.
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Juan Luis Luque, Almudena Giménez, Roberto Cesar Morales-Ortega, Julio Ortega
2020 J jnl
Dyslexia detection from EEG signals using SSA component correlation and Convolutional Neural Networks.
CoRR
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Juan Luis Luque, Auxiliadora Sánchez
2020 J jnl
EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia.
Int. J. Neural Syst.
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Pedro Javier Lopez-Abarejo, Miguel Lopez-Zamora, Juan Luis Luque
2020 J jnl
Expectation-Maximization algorithm for finite mixture of α-stable distributions.
Neurocomputing
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Javier Ramírez, J. M. Górriz, Diego Salas-Gonzalez
2020 J jnl
Granger causality-based information fusion applied to electrical measurements from power transformers.
Inf. Fusion
Jacob Rodriguez-Rivero, Javier Ramírez, Francisco Jesús Martínez-Murcia, Fermín Segovia, Andrés Ortiz, Diego Salas-Gonzalez, Diego Castillo-Barnes, Ignacio Álvarez Illán, Carlos García Puntonet, Carmen Jimenez-Mesa, F. J. Leiva, S. Carillo, John Suckling, Juan Manuel Górriz
2020 J jnl
Morphological Characterization of Functional Brain Imaging by Isosurface Analysis in Parkinson's Disease.
Int. J. Neural Syst.
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Andrés Ortiz García, Diego Salas-Gonzalez, Javier Ramírez, Juan Manuel Górriz
2020 J jnl
Optimized One vs One Approach in Multiclass Classification for Early Alzheimer's Disease and Mild Cognitive Impairment Diagnosis.
IEEE Access
Carmen Jimenez-Mesa, Ignacio Álvarez Illán, Alberto Martín-Martín, Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Javier Ramírez, Juan Manuel Górriz
2020 J jnl
Studying the Manifold Structure of Alzheimer's Disease: A Deep Learning Approach Using Convolutional Autoencoders.
IEEE J. Biomed. Health Informatics
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Diego Castillo-Barnes
2020 J jnl
Uncertainty-driven ensembles of deep architectures for multiclass classification. Application to COVID-19 diagnosis in chest X-ray images.
CoRR
Juan Eloy Arco, Andrés Ortiz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Yu-Dong Zhang, Juan Manuel Górriz
2019 J jnl
A Machine Learning Approach to Reveal the NeuroPhenotypes of Autisms.
Int. J. Neural Syst.
Juan Manuel Górriz, Javier Ramírez, Fermín Segovia, Francisco Jesús Martínez-Murcia, Meng-Chuan Lai, Michael V. Lombardo, Simon Baron-Cohen, John Suckling
2019 — conf
An Anomaly Detection Approach for Dyslexia Diagnosis Using EEG Signals.
IWINAC (1)
Andrés Ortiz, Pedro Javier Lopez-Abarejo, Juan Luis Luque, Francisco Jesús Martínez-Murcia, Diego A. Aquino Brítez, Julio Ortega
2019 J jnl
Assisted Diagnosis of Parkinsonism Based on the Striatal Morphology.
Int. J. Neural Syst.
Fermín Segovia, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes
2019 — conf
Comparison Between Affine and Non-affine Transformations Applied to I ^[123] [ 123 ] -FP-CIT SPECT Images Used for Parkinson's Disease Diagnosis.
IWINAC (1)
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Fermín Segovia, Ignacio A. Illán, Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez
2019 J jnl
Empirical Functional PCA for 3D Image Feature Extraction Through Fractal Sampling.
Int. J. Neural Syst.
Andrés Ortiz, Jorge Munilla, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez
2019 J jnl
Label aided deep ranking for the automatic diagnosis of Parkinsonian syndromes.
Neurocomputing
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Jorge Munilla, Juan Manuel Górriz, Javier Ramírez
2019 — conf
Periodogram Connectivity of EEG Signals for the Detection of Dyslexia.
IWINAC (1)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Roberto Cesar Morales-Ortega, Pedro Javier Lopez-Abarejo, Juan Luis Luque, Diego Castillo-Barnes, Fermín Segovia, Ignacio A. Illán, Julio Ortega, Javier Ramírez, Juan Manuel Górriz
2019 — conf
Support Vector Machine Failure in Imbalanced Datasets.
IWINAC (1)
Ignacio A. Illán, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes, Fermín Segovia, Diego Salas-González
2018 — conf
Classification Improvement for Parkinson's Disease Diagnosis Using the Gradient Magnitude in DaTSCAN SPECT Images.
SOCO-CISIS-ICEUTE
Diego Castillo-Barnes, Fermín Segovia, Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, Javier Ramírez, Juan Manuel Górriz
2018 J jnl
Convolutional Neural Networks for Neuroimaging in Parkinson's Disease: Is Preprocessing Needed?
Int. J. Neural Syst.
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez Perez de Inestrosa, Andrés Ortiz
2018 — conf
Deep Convolutional Autoencoders vs PCA in a Highly-Unbalanced Parkinson's Disease Dataset: A DaTSCAN Study.
SOCO-CISIS-ICEUTE
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Diego Castillo-Barnes, Diego Salas-Gonzalez, Fermín Segovia
2018 — conf
Retinal Blood Vessel Segmentation by Multi-channel Deep Convolutional Autoencoder.
SOCO-CISIS-ICEUTE
Andrés Ortiz, Javier Ramírez, Ricardo Cruz-Arándiga, María J. García-Tarifa, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz
2018 J jnl
Robust Ensemble Classification Methodology for I123-Ioflupane SPECT Images and Multiple Heterogeneous Biomarkers in the Diagnosis of Parkinson's Disease.
Frontiers Neuroinformatics
Diego Castillo-Barnes, Javier Ramírez, Fermín Segovia, Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, Juan Manuel Górriz
2018 — conf
Using Early Acquisitions of Amyloid-PET as a Surrogate of FDG-PET: A Machine Learning Based Approach.
PRNI
Fermín Segovia, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes, R. Sanchez-Vano, Pablo Sopena-Novales, Manuel Gómez-Río
2018 J jnl
Using deep neural networks along with dimensionality reduction techniques to assist the diagnosis of neurodegenerative disorders.
Log. J. IGPL
Fermín Segovia, J. M. Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Marcelo García-Pérez
2017 — conf
A 3D Convolutional Neural Network Approach for the Diagnosis of Parkinson's Disease.
IWINAC (1)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Fermín Segovia, Diego Salas-Gonzalez, Diego Castillo-Barnes, Ignacio A. Illán
2017 J jnl
A Heavy Tailed Expectation Maximization Hidden Markov Random Field Model with Applications to Segmentation of MRI.
Frontiers Neuroinformatics
Diego Castillo-Barnes, Ignacio Peis, Francisco Jesús Martínez-Murcia, Fermín Segovia, Ignacio A. Illán, Juan Manuel Górriz, Javier Ramírez, Diego Salas-Gonzalez
2017 J jnl
A semi-supervised learning approach for model selection based on class-hypothesis testing.
Expert Syst. Appl.
Juan Manuel Górriz, Javier Ramírez, John Suckling, Francisco Jesús Martínez-Murcia, Ignacio Álvarez, Fermín Segovia, Andrés Ortiz, Diego Salas-Gonzalez, Diego Castillo-Barnes, Carlos García Puntonet
2017 — conf
Analysis of 18F-DMFP-PET data using Hidden Markov Random Field and the Gaussian distribution to assist the diagnosis of Parkinsonism.
Computer-Aided Diagnosis
Fermín Segovia, Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
2017 — conf
Automatic Separation of Parkinsonian Patients and Control Subjects Based on the Striatal Morphology.
IWINAC (1)
Fermín Segovia, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes, Ignacio A. Illán, Andrés Ortiz, Diego Salas-Gonzalez
2017 — conf
Case-Based Statistical Learning: A Non Parametric Implementation Applied to SPECT Images.
IWINAC (1)
Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Ignacio A. Illán, Fermín Segovia, Diego Salas-González, Andrés Ortiz
2017 J jnl
Case-Based Statistical Learning: A Non-Parametric Implementation With a Conditional-Error Rate SVM.
IEEE Access
Juan Manuel Górriz, Javier Ramírez, John Suckling, Ignacio Álvarez Illán, Andrés Ortiz García, Francisco Jesús Martínez-Murcia, Fermín Segovia, Diego Salas-Gonzalez, Shuihua Wang
2017 — conf
Case-based statistical learning applied to SPECT image classification.
Computer-Aided Diagnosis
Juan Manuel Górriz, Javier Ramírez, Ignacio A. Illán, Francisco Jesús Martínez-Murcia, Fermín Segovia, Diego Salas-Gonzalez, Andrés Ortiz
2017 — conf
Evaluating Alzheimer's Disease Diagnosis Using Texture Analysis.
MIUA
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Fermín Segovia, Diego Salas-Gonzalez, Diego Castillo-Barnes, Ignacio A. Illán, Andrés Ortiz
2017 J jnl
Functional Brain Imaging Synthesis Based on Image Decomposition and Kernel Modeling: Application to Neurodegenerative Diseases.
Frontiers Neuroinformatics
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Ignacio A. Illán, Fermín Segovia, Diego Castillo-Barnes, Diego Salas-Gonzalez
2017 — conf
Learning Longitudinal MRI Patterns by SICE and Deep Learning: Assessing the Alzheimer's Disease Progression.
MIUA
Andrés Ortiz, Jorge Munilla, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez
2017 J jnl
Multivariate Analysis of 18F-DMFP PET Data to Assist the Diagnosis of Parkinsonism.
Frontiers Neuroinformatics
Fermín Segovia, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Johannes Levin, Madeleine Schuberth, Matthias Brendel, Axel Rominger, Kai Bötzel, Gaëtan Garraux, Christophe Phillips
2017 — conf
On a Heavy-Tailed Intensity Normalization of the Parkinson's Progression Markers Initiative Brain Database.
IWINAC (1)
Diego Castillo-Barnes, Carlos Arenas, Fermín Segovia, Francisco Jesús Martínez-Murcia, Ignacio A. Illán, Juan Manuel Górriz, Javier Ramírez, Diego Salas-Gonzalez
2017 — conf
Tree-Based Ensemble Learning Techniques in the Analysis of Parkinsonian Syndromes.
MIUA
Juan Manuel Górriz, Javier Ramírez, M. Moreno-Caballero, Francisco Jesús Martínez-Murcia, Andrés Ortiz, Ignacio A. Illán, Fermín Segovia, Diego Salas-Gonzalez, Manuel Gómez-Río
2016 J jnl
A Structural Parametrization of the Brain Using Hidden Markov Models-Based Paths in Alzheimer's Disease.
Int. J. Neural Syst.
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Andrés Ortiz
2016 — conf
Assisting the Diagnosis of Neurodegenerative Disorders Using Principal Component Analysis and TensorFlow.
SOCO-CISIS-ICEUTE
Fermín Segovia, Marcelo García-Pérez, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
2016 C conf
Magnetic resonance image classification using nonnegative matrix factorization and ensemble tree learning techniques.
MMSP
Javier Ramírez, Juan Manuel Górriz, Francisco Jesús Martínez-Murcia, Fermín Segovia, Diego Salas-Gonzalez
2015 — conf
A Volumetric Radial LBP Projection of MRI Brain Images for the Diagnosis of Alzheimer's Disease.
IWINAC (1)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, I. Álvarez Illán
2015 J jnl
Building a FP-CIT SPECT Brain Template Using a Posterization Approach.
Neuroinformatics
Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez, Ignacio Álvarez Illán, Pablo Padilla, Francisco Jesús Martínez-Murcia, Elmar Wolfgang Lang
2014 — conf
Affine registration of [123I]FP-CIT SPECT brain images.
InMed
Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez, Ignacio A. Illán, Pablo Padilla, Francisco Jesús Martínez-Murcia, Elmar Wolfgang Lang
2014 J jnl
Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging.
Neurocomputing
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Ignacio Álvarez Illán, Andrés Ortiz
2014 — conf
Multimodal image data fusion for Alzheimer's Disease diagnosis by sparse representation.
InMed
Andrés Ortiz, Daniel Fajardo, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
2014 — conf
PETRA: Multivariate analyses for neuroimaging data.
IWBBIO
Fermín Segovia, Ignacio Álvarez Illán, Diego Salas-Gonzalez, Francisco Jesús Martínez-Murcia, Christophe Phillips, Carlos García Puntonet, Javier Ramírez Perez de Inestrosa, Juan Manuel Górriz Sáez
2014 — conf
Projecting MRI brain images for the detection of Alzheimer's Disease.
InMed
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Ignacio Álvarez Illán, Diego Salas-Gonzalez, Fermín Segovia
2013 J jnl
Application of Empirical Mode Decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson Disease.
Expert Syst. Appl.
A. Rojas, J. M. Górriz, Javier Ramírez, Ignacio Álvarez Illán, Francisco Jesús Martínez-Murcia, Andrés Ortiz, Manuel Gómez-Río, M. Moreno-Caballero
2013 — conf
Automatic Orientation of Functional Brain Images for Multiplataform Software.
IWINAC (1)
Ignacio Álvarez Illán, Juan Manuel Górriz, Javier Ramírez, Diego Salas-Gonzalez, Francisco Jesús Martínez-Murcia, Fermín Segovia, Carlos García Puntonet
2013 J jnl
Functional activity maps based on significance measures and Independent Component Analysis.
Comput. Methods Programs Biomed.
Francisco Jesús Martínez-Murcia, J. M. Górriz, Javier Ramírez, Carlos García Puntonet, Ignacio Álvarez Illán
2013 J jnl
LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer's disease.
Pattern Recognit. Lett.
Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
2013 — conf
Texture Features Based Detection of Parkinson's Disease on DaTSCAN Images.
IWINAC (2)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, I. Álvarez Illán, Carlos García Puntonet
2012 J jnl
Computer Aided Diagnosis tool for Alzheimer's Disease based on Mann-Whitney-Wilcoxon U-Test.
Expert Syst. Appl.
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Carlos García Puntonet, Diego Salas-Gonzalez
2011 — conf
Analysis of Spect Brain Images Using Wilcoxon and Relative Entropy Criteria and Quadratic Multivariate Classifiers for the Diagnosis of Alzheimer's Disease.
IWINAC (2)
Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, J. M. Górriz, Javier Ramírez, Carlos García Puntonet, Manuel Gómez-Río