COMUNICACIÓN Y DIVULGACIÓN CIENTÍFICA

Francisco Jesús Martínez Murcia

Universidad de Granada

Publicaciones

Multimodal Integration of EEG and Near-Infrared Spectroscopy for Robust Cross-Frequency Coupling Estimation

International Journal of Neural Systems

Bridging Imaging and Clinical Scores in Parkinson’s Progression via Multimodal Self-Supervised Deep Learning
AUTHORS: Francisco J. Martinez-Murcia; Juan Eloy Arco; Carmen Jimenez-Mesa; Fermin Segovia; Ignacio A. Illan; Javier Ramirez; Juan Manuel Gorriz

International Journal of Neural Systems

Frequency and Longitudinal Course of Behavioral and Neuropsychiatric Symptoms in Participants With Genetic Frontotemporal Dementia
AUTHORS: Sonja Schönecker; Francisco J. Martinez-Murcia; Jannis Denecke; Nicolai Franzmeier; Adrian Danek; Olivia Wagemann; Catharina Prix; Elisabeth Wlasich; Jonathan Vöglein; Sandra V. Loosli; Anna Brauer; Juan-Manuel Górriz Sáez; Arabella Bouzigues; Lucy L. Russell; Phoebe H. Foster; Eve Ferry-Bolder; John C. van Swieten; Lize C. Jiskoot; Harro Seelaar; Raquel Sanchez-Valle; Robert Laforce, Jr; Caroline Graff; Daniela Galimberti; Rik Vandenberghe; Alexandre de Mendonça; Pietro Tiraboschi; Isabel Santana; Alexander Gerhard; Sandro Sorbi; Markus Otto; Florence Pasquier; Simon Ducharme; Christopher Butler; Isabelle Le Ber; Elizabeth Finger; Maria Carmela Tartaglia; Mario Masellis; James B. Rowe; Matthis Synofzik; Fermin Moreno; Barbara Borroni; Jonathan D. Rohrer; Josef Priller; Günter U. Höglinger; Johannes Levin

Neurology

Applications of machine learning and deep learning in SPECT and PET imaging: General overview, challenges and future prospects
AUTHORS: Carmen Jimenez-Mesa; Juan E. Arco; Francisco Jesus Martinez-Murcia; John Suckling; Javier Ramirez; Juan Manuel Gorriz

Pharmacological Research

Probabilistic Combination of Non-Linear Eigenprojections For Ensemble Classification
AUTHORS: Juan E. Arco; Andrés Ortiz; Javier Ramírez; Francisco J. Martínez-Murcia; Yu-Dong Zhang; Jordi Broncano; M. Álvaro Berbís; Javier Royuela-del-Val; Antonio Luna; Juan M. Górriz

IEEE Transactions on Emerging Topics in Computational Intelligence

Uncertainty-driven ensembles of multi-scale deep architectures for image classification
AUTHORS: Arco, Juan E.; Ortiz, Andres; Ramirez, Javier; Martinez-Murcia, Francisco J.; Zhang, Yu-Dong; Gorriz, Juan M.

Information Fusion

Capacity Estimation from Environmental Audio Signals Using Deep Learning
AUTHORS: Reyes-Daneri, C.; Martinez-Murcia, F. J.; Ortiz, A.

Lecture Notes in Computer Science

Complex network modelling of EEG band coupling in dyslexia: An exploratory analysis of auditory processing and diagnosis

Knowledge-Based Systems

Frequency and Longitudinal Course of Motor Signs in Genetic Frontotemporal Dementia
AUTHORS: Sonja Schönecker; Francisco J. Martinez-Murcia; Boris-Stephan Rauchmann; Nicolai Franzmeier; Catharina Prix; Elisabeth Wlasich; Sandra V. Loosli; Katja Bochmann; Juan-Manuel Gorriz Saez; Robert Laforce, Jr; Simon Ducharme; Maria Carmela Tartaglia; Elizabeth Finger; Alexandre de Mendonça; Isabel Santana; Raquel Sanchez-Valle; Fermin Moreno; Sandro Sorbi; Fabrizio Tagliavini; Barbara Borroni; Markus Otto; Matthis Synofzik; Daniela Galimberti; Rik Vandenberghe; John van Swieten; Christopher Butler; Alexander Gerhard; Caroline Graff; Adrian Danek; Jonathan D. Rohrer; Mario Masellis; James Rowe; Johannes Levin; Sónia Afonso; Maria Rosario Almeida; Sarah Anderl-Straub; Christin Andersson; Anna Antonell; Silvana Archetti; Andrea Arighi; Mircea Balasa; Myriam Barandiaran; Nuria Bargalló; Robart Bartha; Benjamin Bender; Alberto Benussi; Luisa Benussi; Valentina Bessi; Giuliano Binetti; Sandra Black; Martina Bocchetta; Sergi Borrego-Ecija; Jose Bras; Rose Bruffaerts; Marta Cañada; Valentina Cantoni; Paola Caroppo; David Cash; Miguel Castelo-Branco; Rhian Convery; Thomas Cope; Maura Cosseddu; María de Arriba; Giuseppe Di Fede; Zigor Díaz; Alina Díez; Diana Duro; Chiara Fenoglio; Camilla Ferrari; Carlos Ferreira; Catarina B. Ferreira; Toby Flanagan; Nick C. Fox; Giorgio Fumagalli; Alazne Gabilondo; Roberto Gasparotti; Serge Gauthier; Stefano Gazzina; Giorgio Giaccone; Ana Gorostidi; Caroline Greaves; Rita Guerreiro; Carolin Heller; Tobias Hoegen; Begoña Indakoetxea; Vesna Jelic; Lize Jiskoot; Hans-Otto Karnath; Ron Keren; Tobias Langheinrich; Maria João Leitão; Albert Lladó; Gemma Lombardi; Carolina Maruta; Simon Mead; Lieke Meeter; Gabriel Miltenberger; Rick van Minkelen; Sara Mitchell; Katrina M. Moore; Benedetta Nacmias; Mollie Neason; Jennifer Nicholas; Linn Öijerstedt; Jaume Olives; Sebastien Ourselin; Alessandro Padovani; Jessica Panman; Janne Papma; Georgia Peakman; Irene Piaceri; Michela Pievani; Yolande Pijnenburg; Cristina Polito; Enrico Premi; Sara Prioni; Rosa Rademakers; Veronica Redaelli; Tim Rittman; Ekaterina Rogaeva; Pedro Rosa-Neto; Giacomina Ross; Martin N. Rossor; Beatriz Santiago; Elio Scarpini; Elisa Semler; Rachelle Shafei; Christen Shoesmith; Miguel Tábuas-Pereira; Mikel Tainta; Ricardo Taipa; David Tang-Wai; David L. Thomas; Paul Thompson; Hakan Thonberg; Carolyn Timberlake; Pietro Tiraboschi; Emily Todd; Philip Vandamme; Mathieu Vandenbulcke; Michele Veldsman; Ana Verdelho; Jorge Villanua; Jason D. Warren; Carlo Wilke; Ione Woollacott; Henrik Zetterberg; Miren Zulaica

Neurology

Frequency and Longitudinal Course of Motor Signs in Genetic Frontotemporal Dementia.
AUTHORS: Sonja Schönecker; Francisco Jesús Martínez-Murcia; Boris-Stephan Rauchmann; Nicolai Franzmeier; Catharina Prix; Elisabeth Wlasich; Sandra V Loosli; Katja Bochmann; Juan M. Gorriz; Robert Jr Laforce; Simon Ducharme; Maria Carmela Tartaglia; Elizabeth Finger; Alexandre De Mendonça; Isabel Santana; Raquel Sanchez-Valle; Fermin Moreno; Sandro Sorbi; Fabrizio Tagliavini; Barbara Borroni; Markus Otto; Matthis Synofzik; Daniela Galimberti; Rik Vandenberghe; John Van Swieten; Christopher Butler; Alexander Gerhard; Caroline Graff; Adrian Danek; Jonathan D Rohrer; Mario Masellis; James Rowe; Johannes Levin; Genetic Frontotemporal Dementia Initiative (GENFI)

Wolters Kluwer

Modelling the Progression of the Symptoms of Parkinsons Disease Using a Nonlinear Decomposition of 123I FP-CIT SPECT Images
AUTHORS: Simon-Rodriguez, Jose Antonio; Martinez-Murcia, Francisco Jesus; Ramirez, Javier; Castillo-Barnes, Diego; Gorriz, Juan Manuel

Lecture Notes in Computer Science

Quantifying Differences Between Affine and Nonlinear Spatial Normalization of FP-CIT Spect Images
AUTHORS: Castillo-Barnes, Diego; Jimenez-Mesa, Carmen; Martinez-Murcia, Francisco J.; Salas-Gonzalez, Diego; Ramirez, Javier; Gorriz, Juan M.

International Journal of Neural Systems

Temperature Control and Monitoring System for Electrical Power Transformers Using Thermal Imaging
AUTHORS: Segovia, F.; Ramirez, J.; Salas-Gonzalez, D.; Illan, I. A.; Martinez-Murcia, F. J.; Rodriguez-Rivero, J.; Leiva, F. J.; Gaitan, C.; Gorriz, J. M.

Lecture Notes in Computer Science

Temporal Phase Synchrony Disruption in Dyslexia: Anomaly Patterns in Auditory Processing
AUTHORS: Formoso, Marco A.; Ortiz, Andres; Martinez-Murcia, Francisco J.; Britez, Diego Aquino; Escobar, Juan Jose; Luque, Juan Luis

Lecture Notes in Computer Science

Unraveling Dyslexia-Related Connectivity Patterns in EEG Signals by Holo-Hilbert Spectral Analysis
AUTHORS: Gallego-Molina, Nicolas J.; Ortiz, Andres; Martinez-Murcia, Francisco J.; Rodriguez-Rodriguez, Ignacio

Lecture Notes in Computer Science

Detecting Phase-Synchrony Connectivity Anomalies in EEG Signals. Application to Dyslexia Diagnosis
AUTHORS: Marco A. Formoso; Andrés Ortiz; Francisco J. Martinez-Murcia; Nicolás Gallego; Juan L. Luque

Sensors

Temporal EigenPAC for Dyslexia Diagnosis
AUTHORS: Gallego-Molina, Nicolas J.; Formoso, Marco; Ortiz, Andres; Martinez-Murcia, Francisco J.; Luque, Juan L.

Lecture Notes in Computer Science

EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia

International Journal of Neural Systems

Longitudinal correlation between neurofilament light chain and UMSARS in Multiple System Atrophy
AUTHORS: Carla Palleis; Estrella Morenas-Rodriguez; Francisco Jesús Martínez Murcia; Armin Giese; Brigitte Nuscher; Christian Haass; Günter Höglinger; Kai Bötzel; Johannes Levin

Clinical Neurology and Neurosurgery

Studying the Manifold Structure of Alzheimer’s Disease: A Deep Learning Approach Using Convolutional Autoencoders
AUTHORS: Francisco J. Martinez-Murcia; Andres Ortiz; Juan-Manuel Gorriz; Javier Ramirez; Diego Castillo-Barnes

IEEE Journal of Biomedical and Health Informatics

Assisted Diagnosis of Parkinsonism Based on the Striatal Morphology

International Journal of Neural Systems

Comparison Between Affine and Non-affine Transformations Applied to I [ 123 ] -FP-CIT SPECT Images Used for Parkinson’s Disease Diagnosis

Understanding the Brain Function and Emotions

Empirical Functional PCA for 3D Image Feature Extraction Through Fractal Sampling
AUTHORS: Ortiz, A.; Munilla, J.; Martínez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.

International Journal of Neural Systems

Label aided deep ranking for the automatic diagnosis of Parkinsonian syndromes
AUTHORS: Andrés Ortiz; Francisco J. Martínez Murcia; Jorge Munilla; Juan M. Górriz; Javier Ramírez

Neurocomputing

Periodogram Connectivity of EEG Signals for the Detection of Dyslexia

Understanding the Brain Function and Emotions

Support Vector Machine Failure in Imbalanced Datasets

Understanding the Brain Function and Emotions

Assessing mild cognitive impairment progression using a spherical brain mapping of magnetic resonance imaging

Journal of Alzheimer's Disease

Convolutional Neural Networks for Neuroimaging in Parkinson’s Disease: Is Preprocessing Needed?
AUTHORS: Martinez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.; Ortiz, A.

International Journal of Neural Systems

Discriminative Sparse Features for Alzheimer’s Disease Diagnosis Using Multimodal Image Data
AUTHORS: Ortiz, Andres; Lozano, F.; Gorriz, Juan M.; Ramirez, Javier; Martinez Murcia, Francisco J.; Alzheimers Dis Neuroimaging

Current Alzheimer Research

Ensemble of random forests One vs. Rest classifiers for MCI and AD prediction using ANOVA cortical and subcortical feature selection and partial least squares

Journal of Neuroscience Methods

Robust Ensemble Classification Methodology for I123-Ioflupane SPECT Images and Multiple Heterogeneous Biomarkers in the Diagnosis of Parkinson’s Disease

Frontiers in Neuroinformatics

Using Early Acquisitions of Amyloid-PET as a Surrogate of FDG-PET: A Machine Learning Based Approach

2018 International Workshop on Pattern Recognition in Neuroimaging, PRNI 2018

A heavy tailed expectation maximization hidden markov random field model with applications to segmentation of MRI

Frontiers in Neuroinformatics

A semi-supervised learning approach for model selection based on class-hypothesis testing

Expert Systems With Applications

Analysis of 18F-DMFP-PET data using Hidden Markov Random Field and the Gaussian distribution to assist the diagnosis of Parkinsonism

Progress in Biomedical Optics and Imaging - Proceedings of SPIE

Analysis of 18F-DMFP-PET data using Hidden Markov Random Field and the Gaussian distribution to assist the diagnosis of Parkinsonism

SPIE Medical Imaging

Automatic separation of parkinsonian patients and control subjects based on the striatal morphology

Natural and Artificial Computation for Biomedicine and Neuroscience, Pt I

Case-based statistical learning applied to SPECT image classification

SPIE Medical Imaging 2017

Case-based statistical learning: A non parametric implementation applied to SPECT images

Natural and Artificial Computation for Biomedicine and Neuroscience

Case-Based Statistical Learning: A Non-Parametric Implementation with a Conditional-Error Rate SVM

Ieee Access

Evaluating Alzheimer’s disease diagnosis using texture analysis

Medical Image Understanding and Analysis

Functional brain imaging synthesis based on image decomposition and kernel modeling: Application to neurodegenerative diseases

Frontiers in Neuroinformatics

mapBrain
AUTHORS: Francisco Jesús Martínez-Murcia

Zenodo

Multivariate Analysis of 18F-DMFP PET Data to Assist the Diagnosis of Parkinsonism

Frontiers in neuroinformatics

On a heavy-tailed intensity normalization of the parkinson’s progression markers initiative brain database

Natural and Artificial Computation for Biomedicine and Neuroscience, Pt I

On the brain structure heterogeneity of autism: Parsing out acquisition site effects with significance‐weighted principal component analysis
AUTHORS: Francisco Jesús Martinez‐Murcia; Meng‐Chuan Lai; Juan Manuel Górriz; Javier Ramírez; Adam M. H. Young; Sean C. L. Deoni; Christine Ecker; Michael V. Lombardo; Simon Baron‐Cohen; Declan G. M. Murphy; Edward T. Bullmore; John Suckling

Human Brain Mapping

Preprocessing of 18F-DMFP-PET data based on Hidden Markov random fields and the Gaussian distribution

Frontiers in aging neuroscience

Tree-based ensemble learning techniques in the analysis of parkinsonian syndromes

Medical Image Understanding and Analysis

A Spherical Brain Mapping of MR Images for the Detection of Alzheimer’s Disease.
AUTHORS: Martinez-Murcia FJ; Górriz JM; Ramírez J; Ortiz A; For The Alzheimer's Disease Neuroimaging Initiative

Current Alzheimer research

A spherical brain mapping of MR images for the detection of Alzheimer’s disease
AUTHORS: Martinez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.; Ortiz, A.

Current Alzheimer Research

A Structural Parametrization of the Brain Using Hidden Markov Models-Based Paths in Alzheimer’s Disease
AUTHORS: Martinez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.; Ortiz, A.

International Journal of Neural Systems

An Optimal Approach for Selecting Discriminant Regions for the Diagnosis of Alzheimer’s Disease
AUTHORS: Salas-Gonzalez, Diego; Segovia Román, Fermín; Martínez-Murcia, Francisco Jesús; Lang, Elmar W.; Górriz Sáez, Juan Manuel; Ramírez Pérez de Inestrosa, Javier

Current Alzheimer research

An optimal approach for selecting discriminant regions for the diagnosis of alzheimer’s disease
AUTHORS: Salas-Gonzalez, D.; Segovia, F.; Martínez-Murcia, F.J.; Lang, E.W.; Górriz, J.M.; Ramírez, J.

Current Alzheimer Research

Assisting the Diagnosis of Neurodegenerative Disorders Using Principal Component Analysis and TensorFlow

International Conference on EUropean Transnational Education

Automated diagnosis of Parkinsonian syndromes by deep sparse filtering-based features

Innovation in Medicine and Healthcare 2016

Computer-Aided Diagnosis in Neuroimaging

Computer-aided Technologies-Applications in Engineering and Medicine

Ensemble tree learning techniques for magnetic resonance image analysis

Innovation in Medicine and Healthcare 2015

Magnetic resonance image classification using nonnegative matrix factorization and ensemble tree learning techniques

2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP)

MRI brain segmentation using hidden Markov random fields with alpha-stable distributions

2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)

On the brain structure heterogeneity of autism: Parsing out acquisition site effects with significance-weighted principal component analysis.
AUTHORS: Francisco Jesús Martínez-Murcia; Meng-Chuan Lai; Juan Manuel Górriz; Javier Ramírez; Adam MH Young; Sean CL Deoni; Christine Ecker; Michael V Lombardo; MRC AIMS Consortium; Simon Baron-Cohen; Declan GM Murphy; Edward T Bullmore; John Suckling

Apollo - University of Cambridge Repository

PETRA: A web-based system supporting computer aided diagnosis of Alzheimer’s disease

2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)

Simulating functional brain images in Alzheimer’s disease

2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)

Statistical feature selection and classification models for Alzheimer’s disease progression assessment

2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)

A volumetric radial LBP projection of MRI brain images for the diagnosis of Alzheimer’s disease

Artificial Computation in Biology and Medicine, Pt I (Iwinac 2015)

Building a FP-CIT SPECT Brain Template Using a Posterization Approach

Neuroinformatics

Affine registration of [123I]FP-CIT SPECT brain images.
AUTHORS: Salas-Gonzalez D; Górriz JM; Ramírez J; A Illán I; Padilla P; Martínez-Murcia FJ; Lang EW
Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging
AUTHORS: Martínez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.; Illán, I.A.; Ortiz, A.

Neurocomputing

Automatic ROI selection in structural brain MRI using SOM 3D projection

PloS one

Multimodal image data fusion for Alzheimer’s Disease diagnosis by sparse representation

2nd KES International Conference on Innovation in Medicine and Healthcare, InMed 2014

Parametrization of textural patterns in123I-ioflupane imaging for the automatic detection of Parkinsonism
AUTHORS: Martinez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.; Moreno-Caballero, M.; Gómez-Río, M.

Medical Physics

PETRA: Multivariate analyses for neuroimaging data

Proceeding of 2nd International Work-Conference on Bioinformatics and Biomedical Engineering

Projecting MRI brain images for the detection of Alzheimer’s Disease

Studies in Health Technology and Informatics

Application of Empirical Mode Decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson Disease
AUTHORS: Rojas, A.; Górriz, J.M.; Ramírez, J.; Illán, I.A.; Martínez-Murcia, F.J.; Ortiz, A.; Gómez Río, M.; Moreno-Caballero, M.

Expert Systems with Applications

Functional activity maps based on significance measures and Independent Component Analysis
AUTHORS: Martínez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.; Puntonet, C.G.; Illán, I.A.

Computer Methods and Programs in Biomedicine

LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer’s disease
AUTHORS: Ortiz, A.; Górriz, J.M.; Ramírez, J.; Martínez-Murcia, F.J.

Pattern Recognition Letters

Texture features based detection of Parkinson’s disease on DaTSCAN images
AUTHORS: Martínez-Murcia, F.J.; Górriz, J.M.; Ramírez, J.; Illán, I.A.; Puntonet, C.G.

Natural and Artificial Computation in Engineering and Medical Applications

Computer Aided Diagnosis tool for Alzheimer’s Disease based on Mann-Whitney-Wilcoxon U-Test

Expert Systems with Applications

Intensity normalization of FP-CIT SPECT in patients with Parkinsonism using the α-stable distribution

2012 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC)