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Fermín Segovia
Fermín Segovia
Department of Signal Theory, Networking and Communications, University of Granada, SPAIN
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Early diagnosis of Alzheimer׳ s disease based on partial least squares, principal component analysis and support vector machine using segmented MRI images
L Khedher, J Ramírez, JM Górriz, A Brahim, F Segovia, ...
Neurocomputing 151, 139-150, 2015
3162015
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
2672020
Principal component analysis-based techniques and supervised classification schemes for the early detection of Alzheimer's disease
M López, J Ramírez, JM Górriz, I Álvarez, D Salas-Gonzalez, F Segovia, ...
Neurocomputing 74 (8), 1260-1271, 2011
2062011
18F-FDG PET imaging analysis for computer aided Alzheimer’s diagnosis
IA Illán, JM Górriz, J Ramírez, D Salas-Gonzalez, MM López, F Segovia, ...
Information Sciences 181 (4), 903-916, 2011
1922011
SVM-based computer-aided diagnosis of the Alzheimer's disease using t-test NMSE feature selection with feature correlation weighting
R Chaves, J Ramírez, JM Górriz, M López, D Salas-Gonzalez, I Álvarez, ...
Neuroscience Letters 461 (3), 293-297, 2009
1722009
Computer aided diagnosis system for the Alzheimer's disease based on partial least squares and random forest SPECT image classification
J Ramírez, JM Górriz, F Segovia, R Chaves, D Salas-Gonzalez, M López, ...
Neuroscience letters 472 (2), 99-103, 2010
1532010
SVM-based CAD system for early detection of the Alzheimer's disease using kernel PCA and LDA
MM López, J Ramírez, JM Górriz, I Álvarez, D Salas-Gonzalez, F Segovia, ...
Neuroscience letters 464 (3), 233-238, 2009
1522009
Automatic assistance to Parkinsonˈs disease diagnosis in DaTSCAN SPECT imaging
IA Illán, JM Górriz, J Ramírez, F Segovia, JM Jiménez‐Hoyuela, ...
Medical physics 39 (10), 5971-5980, 2012
1312012
Automatic tool for Alzheimer's disease diagnosis using PCA and Bayesian classification rules
M López, J Ramírez, JM Górriz, D Salas-Gonzalez, I Alvarez, F Segovia, ...
Electronics letters 45 (8), 389-391, 2009
1202009
Alzheimer’s diagnosis using eigenbrains and support vector machines
I Alvarez, JM Górriz, J Ramírez, D Salas-Gonzalez, M López, F Segovia, ...
Bio-Inspired Systems: Computational and Ambient Intelligence: 10th …, 2009
1192009
GMM based SPECT image classification for the diagnosis of Alzheimer’s disease
JM Górriz, F Segovia, J Ramírez, A Lassl, D Salas-Gonzalez
Applied Soft Computing 11 (2), 2313-2325, 2011
1062011
Computer-aided diagnosis of Alzheimer's disease using support vector machines and classification trees
D Salas-Gonzalez, JM Górriz, J Ramírez, M López, I Álvarez, F Segovia, ...
Physics in Medicine & Biology 55 (10), 2807, 2010
992010
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
942023
Feature selection using factor analysis for Alzheimer's diagnosis using PET images
D Salas‐Gonzalez, JM Górriz, J Ramírez, IA Illán, M López, F Segovia, ...
Medical physics 37 (11), 6084-6095, 2010
922010
Computer aided diagnosis of Alzheimer’s disease using component based SVM
IA Illán, JM Górriz, MM López, J Ramírez, D Salas-Gonzalez, F Segovia, ...
Applied Soft Computing 11 (2), 2376-2382, 2011
892011
A comparative study of feature extraction methods for the diagnosis of Alzheimer's disease using the ADNI database
F Segovia, JM Górriz, J Ramírez, D Salas-Gonzalez, I Álvarez, M López, ...
Neurocomputing 75 (1), 64-71, 2012
842012
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
822018
Improved parkinsonism diagnosis using a partial least squares based approach
F Segovia, JM Górriz, J Ramírez, I Alvarez, JM Jiménez‐Hoyuela, ...
Medical physics 39 (7Part1), 4395-4403, 2012
792012
Early diagnosis of Alzheimer’s disease based on partial least squares and support vector machine
F Segovia, JM Górriz, J Ramírez, D Salas-Gonzalez, I Álvarez
Expert Systems with Applications 40 (2), 677-683, 2013
612013
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
602018
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