Francisco Jesús Martínez-Murcia

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 77

Top Topics

Ensemble Classification

Top Venues

Int. J. Neural Syst.

Publications

Juan Manuel Górriz, J. Ramirez, Fermín Segovia, Francisco Jesús Martínez-Murcia, Carmen Jiménez-Mesa, John Suckling
Statistical Agnostic Regression: a machine learning method to validate regression models. CoRR (2024)
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
A Survey on EEG Phase Amplitude Coupling to Speech Rhythm for the Prediction of Dyslexia. IWINAC (2024)
Nicolás Gallego-Molina, Andrés Ortiz, Marco A. Formoso, Francisco Jesús Martínez-Murcia, Wai Lok Woo
Enhancing Neuronal Coupling Estimation by NIRS/EEG Integration. IWINAC (2024)
Cristóbal Vázquez-García, Francisco Jesús Martínez-Murcia, Juan Eloy Arco, Ignacio A. Illán, Carmen Jiménez-Mesa, Javier Ramírez, Juan Manuel Górriz
A Cross-Modality Latent Representation for the Prediction of Clinical Symptomatology in Parkinson's Disease. IWINAC (2024)
R. López, Francisco Jesús Martínez-Murcia, Javier Ramírez, Teodoro Martín-Noguerol, F. Paulano-Godino, Antonio Luna, J. M. Górriz, Fermín Segovia
PDBIGDATA: A New Database for Parkinsonism Research Focused on Large Models. IWINAC (2024)
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Carmen Jimenez-Mesa, Juan Eloy Arco, Diego Salas-Gonzalez, Javier Ramírez, J. M. Górriz
Nonlinear Weighting Ensemble Learning Model to Diagnose Parkinson's Disease Using Multimodal Data. Int. J. Neural Syst. 33 (8) (2023)
Juan Eloy Arco, Andrés Ortiz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Yudong Zhang, Juan Manuel Górriz
Uncertainty-driven ensembles of multi-scale deep architectures for image classification. Inf. Fusion 89 (2023)
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
Connected system for monitoring electrical power transformers using thermal imaging. Integr. Comput. Aided Eng. 30 (4) (2023)
Nicolás Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Ignacio Rodríguez-Rodríguez, Juan Luis Luque
Assessing Functional Brain Network Dynamics in Dyslexia from fNIRS Data. Int. J. Neural Syst. 33 (4) (2023)
E. Delgado de las Heras, Francisco Jesús Martínez-Murcia, Ignacio A. Illán, Carmen Jiménez-Mesa, Diego Castillo-Barnes, J. Ramírez, Juan Manuel Górriz
Revealing Patterns of Symptomatology in Parkinson's Disease: A Latent Space Analysis with 3D Convolutional Autoencoders. CoRR (2023)
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
Probabilistic Combination of Non-Linear Eigenprojections For Ensemble Classification. IEEE Trans. Emerg. Top. Comput. Intell. 7 (5) (2023)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Andrés Ortiz
Convolutional Neural Networks for Neuroimaging in Parkinson's Disease: Is Preprocessing Needed? CoRR (2023)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Pedro Javier Lopez-Perez, Miguel López-Zamora, Juan Luis Luque
EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia. CoRR (2023)
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, J. J. Martinez, Francisco Jesús Martínez-Murcia, Rafael Martínez-Tomás, Jirí Mekyska, Grzegorz J. Nalepa, Paulo Novais, D. Orellana, Andrés Ortiz, Daniel Palacios-Alonso, José T. Palma, A. Pereira, Pedro Pinacho Davidson, M. A. Pinninghoff, M. Ponticorvo, Alexandra Psarrou, Javier Ramírez, Mariano Rincón, V. 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, S. H. Wang, W. Wang, Y. D. Zhang, H. Zhu, Z. Zhu, J. M. Ferrández-Vicente
Computational approaches to Explainable Artificial Intelligence: Advances in theory, applications and trends. Inf. Fusion 100 (2023)
Andrés Ortiz, Juan Eloy Arco, Marco A. Formoso, Nicolás Gallego-Molina, Ignacio Rodríguez-Rodríguez, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez
Towards Mixed Mode Biomarkers: Combining Structural and Functional Information by Deep Learning. IWINAC (1) (2022)
C. Reyes-Daneri, Francisco Jesús Martínez-Murcia, Andrés Ortiz
Capacity Estimation from Environmental Audio Signals Using Deep Learning. IWINAC (1) (2022)
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
Temperature Control and Monitoring System for Electrical Power Transformers Using Thermal Imaging. IWINAC (1) (2022)
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Diego A. Aquino Brítez, Juan José Escobar, Juan Luis Luque
Temporal Phase Synchrony Disruption in Dyslexia: Anomaly Patterns in Auditory Processing. IWINAC (1) (2022)
Nicolás Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Almudena Giménez
Complex network modeling of EEG band coupling in dyslexia: An exploratory analysis of auditory processing and diagnosis. Knowl. Based Syst. 240 (2022)
Nicolás Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Ignacio Rodríguez-Rodríguez
Unraveling Dyslexia-Related Connectivity Patterns in EEG Signals by Holo-Hilbert Spectral Analysis. IWINAC (1) (2022)
Diego Castillo-Barnes, Carmen Jimenez-Mesa, Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, Javier Ramírez, Juan Manuel Górriz
Quantifying Differences Between Affine and Nonlinear Spatial Normalization of FP-CIT Spect Images. Int. J. Neural Syst. 32 (5) (2022)
Jose Antonio Simón-Rodríguez, Francisco Jesús Martínez-Murcia, Javier Ramírez, Diego Castillo-Barnes, Juan Manuel Górriz
Modelling the Progression of the Symptoms of Parkinsons Disease Using a Nonlinear Decomposition of 123I FP-CIT SPECT Images. IWINAC (1) (2022)
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
Statistical Agnostic Mapping: A framework in neuroimaging based on concentration inequalities. Inf. Fusion 66 (2021)
Nicolás Gallego-Molina, Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Juan Luis Luque
Temporal EigenPAC for dyslexia diagnosis. CoRR (2021)
Juan Eloy Arco, Andrés Ortiz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Yu-Dong Zhang, Jordi Broncano, M. Álvaro Berbís, Javier Royuela-del-Val, Antonio Luna, Juan Manuel Górriz
Probabilistic combination of eigenlungs-based classifiers for COVID-19 diagnosis in chest CT images. CoRR (2021)
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Nicolás Gallego-Molina, Juan Luis Luque
Detecting Phase-Synchrony Connectivity Anomalies in EEG Signals. Application to Dyslexia Diagnosis. Sensors 21 (21) (2021)
Nicolás Gallego-Molina, Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Juan Luis Luque
Temporal EigenPAC for Dyslexia Diagnosis. IWANN (2) (2021)
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Nicolás Gallego-Molina, Juan Luis Luque, Juan José Escobar, Francisco G. Montoya
Modelling Brain Connectivity Networks by Graph Embedding for Dyslexia Diagnosis. BIOMESIP (2021)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Javier Ramírez, Juan Manuel Górriz, Ricardo Cruz
Deep residual transfer learning for automatic diagnosis and grading of diabetic retinopathy. Neurocomputing 452 (2021)
Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Nicolás Gallego-Molina, Juan Luis Luque
Modelling Brain Connectivity Networks by Graph Embedding for Dyslexia Diagnosis. CoRR (2021)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Pedro Javier Lopez-Abarejo, Miguel Lopez-Zamora, Juan Luis Luque
EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia. Int. J. Neural Syst. 30 (7) (2020)
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Juan Luis Luque, Almudena Giménez, Roberto Cesar Morales-Ortega, Julio Ortega
Dyslexia Diagnosis by EEG Temporal and Spectral Descriptors: An Anomaly Detection Approach. Int. J. Neural Syst. 30 (7) (2020)
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)
Autosomal dominantly inherited alzheimer disease: Analysis of genetic subgroups by machine learning. Inf. Fusion 58 (2020)
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Juan Luis Luque, Auxiliadora Sánchez
Dyslexia detection from EEG signals using SSA component correlation and Convolutional Neural Networks. CoRR (2020)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Miguel Lopez-Zamora, Juan Luis Luque, Almudena Giménez
A Neural Approach to Ordinal Regression for the Preventive Assessment of Developmental Dyslexia. CoRR (2020)
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Javier Ramírez, J. M. Górriz, Diego Salas-Gonzalez
Expectation-Maximization algorithm for finite mixture of α-stable distributions. Neurocomputing 413 (2020)
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
Advances in multimodal data fusion in neuroimaging: Overview, challenges, and novel orientation. Inf. Fusion 64 (2020)
Juan Eloy Arco, Andrés Ortiz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Yu-Dong Zhang, Juan Manuel Górriz
Uncertainty-driven ensembles of deep architectures for multiclass classification. Application to COVID-19 diagnosis in chest X-ray images. CoRR (2020)
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
Granger causality-based information fusion applied to electrical measurements from power transformers. Inf. Fusion 57 (2020)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Diego Castillo-Barnes
Studying the Manifold Structure of Alzheimer's Disease: A Deep Learning Approach Using Convolutional Autoencoders. IEEE J. Biomed. Health Informatics 24 (1) (2020)
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
Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications. Neurocomputing 410 (2020)
Carmen Jimenez-Mesa, Ignacio Álvarez Illán, Alberto Martín-Martín, Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Javier Ramírez, Juan Manuel Górriz
Optimized One vs One Approach in Multiclass Classification for Early Alzheimer's Disease and Mild Cognitive Impairment Diagnosis. IEEE Access 8 (2020)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Marco A. Formoso, Miguel Lopez-Zamora, Juan Luis Luque, Almudena Giménez
A Neural Approach to Ordinal Regression for the Preventive Assessment of Developmental Dyslexia. HAIS (2020)
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Juan Luis Luque, Auxiliadora Sánchez
Dyslexia Detection from EEG Signals Using SSA Component Correlation and Convolutional Neural Networks. HAIS (2020)
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Andrés Ortiz García, Diego Salas-Gonzalez, Javier Ramírez, Juan Manuel Górriz
Morphological Characterization of Functional Brain Imaging by Isosurface Analysis in Parkinson's Disease. Int. J. Neural Syst. 30 (9) (2020)
Diego Castillo-Barnes, Francisco Jesús Martínez-Murcia, Fermín Segovia, Ignacio A. Illán, Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez
Comparison Between Affine and Non-affine Transformations Applied to I ^[123] [ 123 ] -FP-CIT SPECT Images Used for Parkinson's Disease Diagnosis. IWINAC (1) (2019)
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
Periodogram Connectivity of EEG Signals for the Detection of Dyslexia. IWINAC (1) (2019)
Fermín Segovia, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes
Assisted Diagnosis of Parkinsonism Based on the Striatal Morphology. Int. J. Neural Syst. 29 (9) (2019)
Andrés Ortiz, Jorge Munilla, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez
Empirical Functional PCA for 3D Image Feature Extraction Through Fractal Sampling. Int. J. Neural Syst. 29 (2) (2019)
Andrés Ortiz, Francisco Jesús Martínez-Murcia, Jorge Munilla, Juan Manuel Górriz, Javier Ramírez
Label aided deep ranking for the automatic diagnosis of Parkinsonian syndromes. Neurocomputing 330 (2019)
Ignacio A. Illán, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes, Fermín Segovia, Diego Salas-González
Support Vector Machine Failure in Imbalanced Datasets. IWINAC (1) (2019)
Andrés Ortiz, Pedro Javier Lopez-Abarejo, Juan Luis Luque, Francisco Jesús Martínez-Murcia, D. A. Aquino-Britez, Julio Ortega
An Anomaly Detection Approach for Dyslexia Diagnosis Using EEG Signals. IWINAC (1) (2019)
Juan Manuel Górriz, Javier Ramírez, Fermín Segovia, Francisco Jesús Martínez-Murcia, Meng-Chuan Lai, Michael V. Lombardo, Simon Baron-Cohen, John Suckling
A Machine Learning Approach to Reveal the NeuroPhenotypes of Autisms. Int. J. Neural Syst. 29 (7) (2019)
Fermín Segovia, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes, R. Sanchez-Vano, P. Sopena-Novales, Manuel Gómez-Río
Using Early Acquisitions of Amyloid-PET as a Surrogate of FDG-PET: A Machine Learning Based Approach. PRNI (2018)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Diego Castillo-Barnes, Diego Salas-Gonzalez, Fermín Segovia
Deep Convolutional Autoencoders vs PCA in a Highly-Unbalanced Parkinson's Disease Dataset: A DaTSCAN Study. SOCO-CISIS-ICEUTE (2018)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez Perez de Inestrosa, Andrés Ortiz
Convolutional Neural Networks for Neuroimaging in Parkinson's Disease: Is Preprocessing Needed? Int. J. Neural Syst. 28 (10) (2018)
Diego Castillo-Barnes, Fermín Segovia, Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, Javier Ramírez, Juan Manuel Górriz
Classification Improvement for Parkinson's Disease Diagnosis Using the Gradient Magnitude in DaTSCAN SPECT Images. SOCO-CISIS-ICEUTE (2018)
Diego Castillo-Barnes, Javier Ramírez, Fermín Segovia, Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, Juan Manuel Górriz
Robust Ensemble Classification Methodology for I123-Ioflupane SPECT Images and Multiple Heterogeneous Biomarkers in the Diagnosis of Parkinson's Disease. Frontiers Neuroinformatics 12 (2018)
Fermín Segovia, J. M. Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Marcelo García-Pérez
Using deep neural networks along with dimensionality reduction techniques to assist the diagnosis of neurodegenerative disorders. Log. J. IGPL 26 (6) (2018)
Andrés Ortiz, Javier Ramírez, Ricardo Cruz-Arándiga, María J. García-Tarifa, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz
Retinal Blood Vessel Segmentation by Multi-channel Deep Convolutional Autoencoder. SOCO-CISIS-ICEUTE (2018)
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
Multivariate Analysis of 18F-DMFP PET Data to Assist the Diagnosis of Parkinsonism. Frontiers Neuroinformatics 11 (2017)
Diego Castillo-Barnes, Carlos Arenas, Fermín Segovia, Francisco Jesús Martínez-Murcia, Ignacio A. Illán, Juan Manuel Górriz, Javier Ramírez, Diego Salas-Gonzalez
On a Heavy-Tailed Intensity Normalization of the Parkinson's Progression Markers Initiative Brain Database. IWINAC (1) (2017)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Ignacio A. Illán, Fermín Segovia, Diego Castillo-Barnes, Diego Salas-Gonzalez
Functional Brain Imaging Synthesis Based on Image Decomposition and Kernel Modeling: Application to Neurodegenerative Diseases. Frontiers Neuroinformatics 11 (2017)
Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Ignacio A. Illán, Fermín Segovia, Diego Salas-González, Andrés Ortiz
Case-Based Statistical Learning: A Non Parametric Implementation Applied to SPECT Images. IWINAC (1) (2017)
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
Tree-Based Ensemble Learning Techniques in the Analysis of Parkinsonian Syndromes. MIUA (2017)
Andrés Ortiz, Jorge Munilla, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez
Learning Longitudinal MRI Patterns by SICE and Deep Learning: Assessing the Alzheimer's Disease Progression. MIUA (2017)
Juan Manuel Górriz, Javier Ramírez, John Suckling, Ignacio Álvarez Illán, Andrés Ortiz García, Francisco Jesús Martínez-Murcia, Fermín Segovia, Diego Salas-Gonzalez, Shuihua Wang
Case-Based Statistical Learning: A Non-Parametric Implementation With a Conditional-Error Rate SVM. IEEE Access 5 (2017)
Fermín Segovia, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia, Diego Castillo-Barnes, Ignacio A. Illán, Andrés Ortiz, Diego Salas-Gonzalez
Automatic Separation of Parkinsonian Patients and Control Subjects Based on the Striatal Morphology. IWINAC (1) (2017)
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
A semi-supervised learning approach for model selection based on class-hypothesis testing. Expert Syst. Appl. 90 (2017)
Juan Manuel Górriz, Javier Ramírez, Ignacio A. Illán, Francisco Jesús Martínez-Murcia, Fermín Segovia, Diego Salas-Gonzalez, Andrés Ortiz
Case-based statistical learning applied to SPECT image classification. Medical Imaging: Computer-Aided Diagnosis (2017)
Diego Castillo-Barnes, Ignacio Peis, Francisco Jesús Martínez-Murcia, Fermín Segovia, Ignacio A. Illán, Juan Manuel Górriz, Javier Ramírez, Diego Salas-Gonzalez
A Heavy Tailed Expectation Maximization Hidden Markov Random Field Model with Applications to Segmentation of MRI. Frontiers Neuroinformatics 11 (2017)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Fermín Segovia, Diego Salas-Gonzalez, Diego Castillo-Barnes, Ignacio A. Illán
A 3D Convolutional Neural Network Approach for the Diagnosis of Parkinson's Disease. IWINAC (1) (2017)
Fermín Segovia, Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
Analysis of 18F-DMFP-PET data using Hidden Markov Random Field and the Gaussian distribution to assist the diagnosis of Parkinsonism. Medical Imaging: Computer-Aided Diagnosis (2017)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Fermín Segovia, Diego Salas-Gonzalez, Diego Castillo-Barnes, Ignacio A. Illán, Andrés Ortiz
Evaluating Alzheimer's Disease Diagnosis Using Texture Analysis. MIUA (2017)
Fermín Segovia, Marcelo García-Pérez, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
Assisting the Diagnosis of Neurodegenerative Disorders Using Principal Component Analysis and TensorFlow. SOCO-CISIS-ICEUTE (2016)
Javier Ramírez, Juan Manuel Górriz, Francisco Jesús Martínez-Murcia, Fermín Segovia, Diego Salas-Gonzalez
Magnetic resonance image classification using nonnegative matrix factorization and ensemble tree learning techniques. MMSP (2016)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Andrés Ortiz
A Structural Parametrization of the Brain Using Hidden Markov Models-Based Paths in Alzheimer's Disease. Int. J. Neural Syst. 26 (7) (2016)
Francisco Jesús Martínez-Murcia, Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, I. Álvarez Illán
A Volumetric Radial LBP Projection of MRI Brain Images for the Diagnosis of Alzheimer's Disease. IWINAC (1) (2015)
Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez, Ignacio Álvarez Illán, Pablo Padilla, Francisco Jesús Martínez-Murcia, Elmar Wolfgang Lang
Building a FP-CIT SPECT Brain Template Using a Posterization Approach. Neuroinformatics 13 (4) (2015)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Ignacio Álvarez Illán, Andrés Ortiz
Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging. Neurocomputing 126 (2014)
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
PETRA: Multivariate analyses for neuroimaging data. IWBBIO (2014)
Diego Salas-Gonzalez, Juan Manuel Górriz, Javier Ramírez, Ignacio A. Illán, Pablo Padilla, Francisco Jesús Martínez-Murcia, Elmar Wolfgang Lang
Affine registration of [123I]FP-CIT SPECT brain images. InMed (2014)
Andrés Ortiz, Daniel Fajardo, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
Multimodal image data fusion for Alzheimer's Disease diagnosis by sparse representation. InMed (2014)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Ignacio Álvarez Illán, Diego Salas-Gonzalez, Fermín Segovia
Projecting MRI brain images for the detection of Alzheimer's Disease. InMed (2014)
Andrés Ortiz, Juan Manuel Górriz, Javier Ramírez, Francisco Jesús Martínez-Murcia
LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer's disease. Pattern Recognit. Lett. 34 (14) (2013)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, I. Álvarez Illán, Carlos García Puntonet
Texture Features Based Detection of Parkinson's Disease on DaTSCAN Images. IWINAC (2) (2013)
A. Rojas, J. M. Górriz, Javier Ramírez, Ignacio Álvarez Illán, Francisco Jesús Martínez-Murcia, Andrés Ortiz, Manuel Gómez-Río, M. Moreno-Caballero
Application of Empirical Mode Decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson Disease. Expert Syst. Appl. 40 (7) (2013)
Ignacio Álvarez Illán, Juan Manuel Górriz, Javier Ramírez, Diego Salas-Gonzalez, Francisco Jesús Martínez-Murcia, Fermín Segovia, Carlos García Puntonet
Automatic Orientation of Functional Brain Images for Multiplataform Software. IWINAC (1) (2013)
Francisco Jesús Martínez-Murcia, J. M. Górriz, Javier Ramírez, Carlos García Puntonet, Ignacio Álvarez Illán
Functional activity maps based on significance measures and Independent Component Analysis. Comput. Methods Programs Biomed. 111 (1) (2013)
Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez, Carlos García Puntonet, Diego Salas-Gonzalez
Computer Aided Diagnosis tool for Alzheimer's Disease based on Mann-Whitney-Wilcoxon U-Test. Expert Syst. Appl. 39 (10) (2012)
Francisco Jesús Martínez-Murcia, Diego Salas-Gonzalez, J. M. Górriz, Javier Ramírez, Carlos García Puntonet, Manuel Gómez-Río
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