Francisco Jesus Martinez Murcia

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Juan Manuel GorrizFull Professor at University of GranadaVerified email at ugr.es
Javier RamírezUniversity of Granada, SpainVerified email at ugr.es
Andrés OrtizFull Professor at University of Málaga. BioSiP LabVerified email at ic.uma.es
Fermín SegoviaDepartment of Signal Theory, Networking and Communications, University of Granada, SPAINVerified email at ugr.es
Diego Salas-GonzalezDpto. Teoría de la Señal, Telemática y Comunicaciones, Universidad de GranadaVerified email at ugr.es
Ignacio Alvarez IllanUniversidad de GranadaVerified email at ugr.es
Diego Castillo-BarnesPosdoctoral researcher at University of Malaga (Spain)Verified email at uma.es
Carmen Jiménez-MesaPostdoctoral researcher at University of GranadaVerified email at ugr.es
Juan L. LuqueProfesor de Psicología Evolutiva y de la Educación. Universidad de Málaga (Spain)Verified email at uma.es
John SucklingDepartment of Psychiatry, University of cambridgeVerified email at cam.ac.uk
Marco A. FormosoFPI Grant, Universidad de MálagaVerified email at ic.uma.es
Nicolás J. Gallego-MolinaCommunications Engineering Department, University of MálagaVerified email at ic.uma.es
Alzheimer's Disease Neuroimaging Ini...Verified email at njit.edu
Yudong ZhangUniversity of Leicester, HFWLA/FIET/FEAI/FBCS/SMIEEE/SMACM/DSACM, Clarivate Highly Cited ResearcherVerified email at le.ac.uk
Juan E. ArcoPostdoctoral Researcher, University of GranadaVerified email at ugr.es
Jorge MunillaProfessor of Telecommunication Engineering, University of MalagaVerified email at ic.uma.es
Johannes LevinProfessor for Clinical Neurodegeneration, Ludwig-Maximilians-Universität München; CMO MODAG GmbHVerified email at med.uni-muenchen.de
Jacob Rodriguez-RiveroE DistribuciónVerified email at enel.com
Michael V. LombardoItalian Institute of TechnologyVerified email at iit.it
Roberto Morales OrtegaUniversidad de la Costa CUCVerified email at cuc.edu.co

Francisco Jesus Martinez Murcia

Other namesOrcid: 0000-0001-8146-7056

UGR - Institute on Data Science & Computational Intelligence. Dpt. of Signal Theory, Networking and

Verified email at ugr.es - Homepage

computer aided diagnosis medical imaging pattern recognition signal processing machine learning


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Advances in multimodal data fusion in neuroimaging: overview, challenges, and novel orientation YD Zhang, Z Dong, SH Wang, X Yu, X Yao, Q Zhou, H Hu, M Li, ... Information Fusion 64, 149-187, 2020	384	2020
Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications JM Górriz, J Ramírez, A Ortiz, FJ Martinez-Murcia, F Segovia, J Suckling, ... Neurocomputing 410, 237-270, 2020	279	2020
Studying the manifold structure of Alzheimer's disease: a deep learning approach using convolutional autoencoders FJ Martinez-Murcia, A Ortiz, JM Gorriz, J Ramirez, D Castillo-Barnes IEEE journal of biomedical and health informatics 24 (1), 17-26, 2019	223	2019
Computer aided diagnosis tool for Alzheimer’s disease based on Mann–Whitney–Wilcoxon U-test FJ Martínez-Murcia, JM Górriz, J Ramirez, CG Puntonet, ... Expert Systems with Applications 39 (10), 9676-9685, 2012	119	2012
LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer’s disease A Ortiz, JM Górriz, J Ramírez, FJ Martínez-Murcia, ... Pattern Recognition Letters 34 (14), 1725-1733, 2013	118	2013
Convolutional neural networks for neuroimaging in Parkinson’s disease: Is preprocessing needed? FJ Martinez-Murcia, JM Górriz, J Ramírez, A Ortiz International journal of neural systems 28 (10), 1850035, 2018	116	2018
Computational approaches to explainable artificial intelligence: advances in theory, applications and trends JM Górriz, I Álvarez-Illán, A Álvarez-Marquina, JE Arco, M Atzmueller, ... Information Fusion 100, 101945, 2023	99	2023
Ensemble of random forests One vs. Rest classifiers for MCI and AD prediction using ANOVA cortical and subcortical feature selection and partial least squares J Ramírez, JM Górriz, A Ortiz, FJ Martínez-Murcia, F Segovia, ... Journal of neuroscience methods 302, 47-57, 2018	83	2018
Deep residual transfer learning for automatic diagnosis and grading of diabetic retinopathy FJ Martinez-Murcia, A Ortiz, J Ramírez, JM Górriz, R Cruz Neurocomputing 452, 424-434, 2021	82	2021
Application of empirical mode decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson disease A Rojas, JM Górriz, J Ramírez, IA Illán, FJ Martínez-Murcia, A Ortiz, ... Expert Systems with Applications 40 (7), 2756-2766, 2013	79	2013
Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging FJ Martínez-Murcia, JM Górriz, J Ramírez, IA Illán, A Ortiz, ... Neurocomputing 126, 58-70, 2014	68	2014
On the brain structure heterogeneity of autism: Parsing out acquisition site effects with significance‐weighted principal component analysis FJ Martinez‐Murcia, MC Lai, JM Gorriz, J Ramirez, AMH Young, ... Human brain mapping 38 (3), 1208-1223, 2017	63	2017
Robust ensemble classification methodology for I123-Ioflupane SPECT images and multiple heterogeneous biomarkers in the diagnosis of Parkinson's disease D Castillo-Barnes, J Ramírez, F Segovia, FJ Martínez-Murcia, ... Frontiers in Neuroinformatics 12, 53, 2018	60	2018
A 3D convolutional neural network approach for the diagnosis of Parkinson’s disease FJ Martinez-Murcia, A Ortiz, JM Górriz, J Ramírez, F Segovia, ... Natural and Artificial Computation for Biomedicine and Neuroscience …, 2017	60	2017
Parametrization of textural patterns in ¹²³I‐ioflupane imaging for the automatic detection of Parkinsonism FJ Martinez‐Murcia, JM Górriz, J Ramírez, M Moreno‐Caballero, ... Medical physics 41 (1), 012502, 2014	57	2014
A machine learning approach to reveal the neurophenotypes of autisms JM Górriz, J Ramírez, F Segovia, FJ Martínez, MC Lai, MV Lombardo, ... International journal of neural systems 29 (07), 1850058, 2019	53	2019
Dyslexia diagnosis by EEG temporal and spectral descriptors: an anomaly detection approach A Ortiz, FJ Martinez-Murcia, JL Luque, A Giménez, R Morales-Ortega, ... International Journal of Neural Systems 30 (07), 2050029, 2020	49	2020
Uncertainty-driven ensembles of multi-scale deep architectures for image classification JE Arco, A Ortiz, J Ramirez, FJ Martinez-Murcia, YD Zhang, JM Gorriz Information Fusion 89, 53-65, 2023	47	2023
A spherical brain mapping of MR images for the detection of Alzheimer’s disease F J Martinez-Murcia, J M Górriz, J Ramírez, A Ortiz, ... Current Alzheimer Research 13 (5), 575-588, 2016	47	2016
Automatic ROI selection in structural brain MRI using SOM 3D projection A Ortiz, JM Górriz, J Ramírez, FJ Martinez-Murcia, ... PloS one 9 (4), e93851, 2014	44	2014

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