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 | 337 | 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 | 227 | 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 | 195 | 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 | 117 | 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 | 115 | 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 | 111 | 2018 |
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 | 78 | 2018 |
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 | 76 | 2013 |
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 | 70 | 2021 |
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 | 65 | 2014 |
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 | 63 | 2023 |
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 | 57 | 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 |
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 | 56 | 2017 |
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 | 45 | 2020 |
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 | 45 | 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 | 42 | 2014 |
Assisted diagnosis of Parkinsonism based on the striatal morphology F Segovia, JM Górriz, J Ramírez, FJ Martínez-Murcia, D Castillo-Barnes International Journal of neural systems 29 (09), 1950011, 2019 | 41 | 2019 |