J
Juan Manuel Górriz
Researcher at University of Granada
Publications - 403
Citations - 8595
Juan Manuel Górriz is an academic researcher from University of Granada. The author has contributed to research in topics: Support vector machine & Computer science. The author has an hindex of 43, co-authored 360 publications receiving 6429 citations. Previous affiliations of Juan Manuel Górriz include University of Cádiz & University of Cambridge.
Papers
More filters
Journal ArticleDOI
Computer Aided Diagnosis tool for Alzheimer's Disease based on Mann-Whitney-Wilcoxon U-Test
Francisco Jesús Martínez-Murcia,Juan Manuel Górriz,Javier Ramírez,Carlos G. Puntonet,Diego Salas-Gonzalez +4 more
TL;DR: A new CAD system that consists of three stages: voxel selection, feature extraction and classification that achieves accuracy results of up to 93.7% and 92.9% for SPECT and PET images respectively, and reports benefits over recently reported methods.
Journal ArticleDOI
LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer's disease
TL;DR: A novel computer-aided diagnosis tool for the diagnosis of the Alzheimer's disease (AD) using structural Magnetic Resonance Images (MRIs) using information learnt from the tissue distribution of Gray Matter and White Matter in the brain, which is previously obtained by an unsupervised segmentation method.
Journal ArticleDOI
GMM based SPECT image classification for the diagnosis of Alzheimer's disease
TL;DR: This work presents a novel classification method of SPECT images based on Gaussian mixture models (GMM) for the diagnosis of Alzheimer's disease and shows that for various classifiers the GMM-based method yields higher accuracy rates than the classification considering all voxel values.
Journal ArticleDOI
Applications of deep learning techniques for automated multiple sclerosis detection using magnetic resonance imaging: A review.
Afshin Shoeibi,Marjane Khodatars,Mahboobeh Jafari,Parisa Moridian,Mitra Rezaei,Roohallah Alizadehsani,Fahime Khozeimeh,Juan Manuel Górriz,Jónathan Heras,Maryam Panahiazar,Saeid Nahavandi,U. Rajendra Acharya +11 more
TL;DR: A complete review of automated MS diagnosis methods performed using DL techniques with MRI neuroimaging modalities is provided in this paper, where the important preprocessing techniques employed in various works are analyzed.
Journal ArticleDOI
Independent Component Analysis-Support Vector Machine-Based Computer-Aided Diagnosis System for Alzheimer's with Visual Support.
Laila Khedher,Ignacio A. Illán,Juan Manuel Górriz,Javier Ramírez,Abdelbasset Brahim,Anke Meyer-Baese +5 more
TL;DR: A fully automatic CAD system based on supervised learning methods is proposed to be applied on segmented brain magnetic resonance imaging from Alzheimer's disease neuroimaging initiative (ADNI) participants for automatic classification.