| 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 | 188 | 2019 |
| 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 | 77 | 2018 |
| 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 | 58 | 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 | 55 | 2017 |
| 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 | 39 | 2019 |
| Morphological characterization of functional brain imaging by isosurface analysis in Parkinson’s disease D Castillo-Barnes, FJ Martinez-Murcia, A Ortiz, D Salas-Gonzalez, ... International journal of neural systems 30 (09), 2050044, 2020 | 33 | 2020 |
| Statistical Agnostic Mapping: A framework in neuroimaging based on concentration inequalities JM Górriz, C Jimenez-Mesa, R Romero-Garcia, F Segovia, J Ramirez, ... Information Fusion 66, 198-212, 2021 | 31 | 2021 |
| Optimized one vs one approach in multiclass classification for early Alzheimer’s disease and mild cognitive impairment diagnosis C Jimenez-Mesa, IA Illán, A Martin-Martin, D Castillo-Barnes, ... IEEE Access 8, 96981-96993, 2020 | 27 | 2020 |
| Periodogram connectivity of EEG signals for the detection of dyslexia FJ Martínez-Murcia, A Ortiz, R Morales-Ortega, PJ López, JL Luque, ... Understanding the Brain Function and Emotions: 8th International Work …, 2019 | 23 | 2019 |
| Expectation–Maximization algorithm for finite mixture of α-stable distributions D Castillo-Barnes, FJ Martínez-Murcia, J Ramírez, JM Górriz, ... Neurocomputing 413, 210-216, 2020 | 20 | 2020 |
| Autosomal dominantly inherited alzheimer disease: Analysis of genetic subgroups by machine learning D Castillo-Barnes, L Su, J Ramírez, D Salas-Gonzalez, ... Information Fusion 58, 153-167, 2020 | 20 | 2020 |
| Deep convolutional autoencoders vs PCA in a highly-unbalanced Parkinson’s disease dataset: A DaTSCAN study FJ Martinez-Murcia, A Ortiz, JM Gorriz, J Ramirez, D Castillo-Barnes, ... International Joint Conference SOCO’18-CISIS’18-ICEUTE’18: San Sebastián …, 2019 | 20 | 2019 |
| Functional brain imaging synthesis based on image decomposition and kernel modeling: Application to neurodegenerative diseases FJ Martinez-Murcia, JM Górriz, J Ramírez, IA Illán, F Segovia, ... Frontiers in neuroinformatics 11, 65, 2017 | 18 | 2017 |
| 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 | 16 | 2023 |
| A semi-supervised learning approach for model selection based on class-hypothesis testing JM Gorriz, J Ramirez, J Suckling, FJ Martínez-Murcia, IA Illán, F Segovia, ... Expert Systems with Applications 90, 40-49, 2017 | 15 | 2017 |
| Quantifying differences between affine and nonlinear spatial normalization of FP-CIT SPECT images D Castillo-Barnes, C Jimenez-Mesa, FJ Martinez-Murcia, ... International Journal of Neural Systems 32 (05), 2250019, 2022 | 14 | 2022 |
| Granger causality-based information fusion applied to electrical measurements from power transformers J Rodriguez-Rivero, J Ramirez, FJ Martínez-Murcia, F Segovia, A Ortiz, ... Information Fusion 57, 59-70, 2020 | 13 | 2020 |
| Using explainable artificial intelligence in the clock drawing test to reveal the cognitive impairment pattern C Jiménez-Mesa, JE Arco, M Valentí-Soler, B Frades-Payo, ... International Journal of Neural Systems 33 (04), 2350015, 2023 | 11 | 2023 |
| Quantifying inter-hemispheric differences in Parkinson’s disease using siamese networks JE Arco, A Ortiz, D Castillo-Barnes, JM Górriz, J Ramírez International Work-Conference on the Interplay Between Natural and …, 2022 | 10 | 2022 |
| Assessing mild cognitive impairment progression using a spherical brain mapping of magnetic resonance imaging FJ Martinez-Murcia, JM Górriz, J Ramirez, F Segovia, D Salas-Gonzalez, ... Journal of Alzheimer's Disease 65 (3), 713-729, 2018 | 10 | 2018 |
Juan Manuel GorrizFull Professor at University of GranadaVerified email at ugr.es
