Journal Articles

Disclaimer: The papers below are intended for private viewing by the page owner or those who otherwise have legitimate access to them. No part of it may in any form or by any electronic, mechanical, photocopying, recording, or any other means be reproduced, stored in a retrieval system or be broadcast or transmitted without the prior permission of the respective publishers. If your organization has a valid subscription of the journals, click on the DOI link for the legitimate copy of the papers.

J. Ramírez, J. M. Górriz, A. Ortiz, F.J. Martinez-Murcia, F. Segovia, D. Salas-Gonzalez, D. Castillo-Barnes, I.A. Illan, C.G. Puntonet.

Ensemble of random forests One vs. Rest classifiers for MCI and AD prediction using ANOVA cortical and subcortical feature selection and partial least squares, Journal of neuroscience methods, Vol. 302, pp. 47-57.

DOI: 10.1016/j.jneumeth.2017.12.005

A. Ortiz, F. Lozano, J.M. Górriz, J. Ramírez, F.J. Martinez-Murcia

Discriminative Sparse Features for Alzheimer’s Disease Diagnosis Using Multimodal Image Data, Current Alzheimer Research, Vol. 15, No. 1, pp. 67–79.

DOI: 10.2174/1567205014666170922101135

F.J. Martinez-Murcia, J.M. Górriz, J. Ramírez, F. Segovia, D. Salas-Gonzalez, D. Castillo-Barnes, A. Ortiz

Assessing Mild Cognitive Impairment Progression using a Spherical Brain Mapping of Magnetic Resonance Imaging, Journal of Alzheimer’s Disease, In Press. Article Pre-print

DOI: 10.3233/JAD-170403

D. Castillo-Barnes, J. Ramírez, F. Segovia, F.J. Martinez-Murcia, D. Salas-Gonzalez, J.M. Górriz

Robust ensemble classification methodology for I123-Ioflupane SPECT images and multiple heterogeneous biomarkers in the diagnosis of Parkinson’s Disease, Frontiers in Neuroinformatics,Pending

J.M. Górriz, J. Ramírez, J. Suckling, I.A. Illán, A. Ortiz, F.J. Martinez-Murcia, F. Segovia, D. Salas-Gonzalez, S. Wang

Case-based statistical learning: a non-parametric implementation with a conditional-error rate SVM, IEEE Access, Vol. 5, pp. 11468–11478.

DOI: 10.1109/access.2017.2714579

J.M. Gorriz, J. Ramírez, J. Shuckling, F.J. Martinez-Murcia, I.A. Illan, F. Segovia, D. Salas-Gonzalez, D. Castillo-Barnes and C.G. Puntonet

A semi-supervised learning approach for model selection based on class-hypothesis testing, Expert Systems with Applications, Vol. 90, pp. 40–49.

DOI: 10.1016/j.eswa.2017.08.006

F. Segovia, J.M. Górriz, J. Ramírez, F.J. Martinez-Murcia and D. Salas-Gonzalez

Preprocessing of 18F-DMFP-PET Data Based on Hidden Markov Random Fields and the Gaussian Distribution, Frontiers in aging neuroscience, Vol. 9, pp. 326.

DOI: 10.3389/fnagi.2017.00326

F. Segovia, J.M. Górriz, J. Ramírez, F.J. Martinez-Murcia, J. Levin, M. Schuberth, M. Brendel, A. Rominger, K. Bötzel and G. Garraux

Multivariate analysis of 18F-DMFP PET data to assist the diagnosis of parkinsonism, Frontiers in neuroinformatics, Vol. 11, pp. 23.

DOI: 10.3389/fninf.2017.00023

F.J. Martinez‐Murcia, M.C. Lai, J.M. Górriz, J. Ramírez, A.M.H. Young, S.C.L. Deoni, C. Ecker, M.V. Lombardo, MRC AIMS Consortium, S. Baron‐Cohen D.G.M. Murphy, E.T. Bullmore, J. Suckling

On the brain structure heterogeneity of autism: Parsing out acquisition site effects with significance‐weighted principal component analysis, Human Brain Mapping,Vol. 38, No. 3, pp. 1208-1223

DOI: 10.1002/hbm.23449

F.J. Martinez-Murcia, J.M. Górriz, J. Ramírez, I.A. Illán, F. Segovia, D. Castillo-Barnes, D. Salas-Gonzalez

Functional brain imaging synthesis based on image decomposition and kernel modeling: Application to neurodegenerative diseases, Frontiers in Neuroinformatics,Vol. 11, pp. 65.

DOI: 10.3389/fninf.2017.00065

D. Castillo-Barnes, I. Peis, F.J. Martinez-Murcia, F. Segovia, I.A. Illan, J.M. Gorriz, J. Ramírez, D. Salas-Gonzalez

A Heavy Tailed Expectation Maximization Hidden Markov Random Field Model with Applications to Segmentation of MRI, Frontiers in Neuroinformatics,2017, Vol. 11, No. 8, pp. 66.

DOI: 10.3389/fninf.2017.00066

F.J. Martinez-Murcia, J.M. Górriz, J. Ramírez and A. Ortiz.

A Spherical Brain Mapping of MR Images for the Detection of Alzheimer’s Disease, Current Alzheimer Research,Vol. 13, No. 5, pp. 575-588.

DOI: 10.2174/1567205013666160314145158

F.J. Martinez-Murcia, J.M. Górriz, J. Ramírez and A. Ortiz.

A Structural Parametrization of the Brain Using Hidden Markov Models-Based Paths in Alzheimer’s Disease, International Journal of Neural Systems,Vol. 26, No. 7, pp. 1650024.

DOI: 10.1142/S0129065716500246

D. Salas-Gonzalez, F. Segovia, F.J. Martinez-Murcia, E.W. Lang, J.M. Górriz and J. Ramírez.

An optimal approach for selecting discriminant regions for the diagnosis of alzheimer’s disease, Current Alzheimer Research,Vol. 13, No. 7, pp. 838-844.

DOI: 10.2174/1567205013666160415154852

D. Salas-Gonzalez, J.M. Gorriz, J. Ramirez, I.A. Illán, P. Padilla, F.J. Martínez-Murcia, E.W. Lang.

Building a FP-CIT SPECT Brain Template Using a Posterization Approach, Neuroinformatics,Vol. 13, No. 4, pp. 391-402.

DOI: 10.1007/s12021-015-9262-9

A. Ortiz, J.M. Górriz, J. Ramírez and F.J. Martínez-Murcia.

Automatic ROI selection in structural brain MRI using SOM 3D projection, PLoS ONE,Vol. 9, No. 4, pp. e93851.

DOI: 10.1371/journal.pone.0093851

F.J. Martínez-Murcia, J.M. Górriz, J. Ramírez, M. Moreno-Caballero and M. Gómez-Río.

Parametrization of textural patterns in 123I-ioflupane imaging for the automatic detection of Parkinsonism, Medical Physics,Vol. 41, No. 1, pp. 012502.

DOI: 10.1118/1.4845115

F.J. Martínez-Murcia, J.M. Górriz, J. Ramírez, I.A. Illán and A. Ortiz

Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging, Neurocomputing,Vol. 126, pp. 58 – 70.

DOI: 10.1016/j.neucom.2013.01.054

A. Rojas, J.M. Górriz, J. Ramírez, I.A. Illán, F.J. Martínez-Murcia, A. Ortiz, M. Gómez Río and M. Moreno-Caballero.

Application of Empirical Mode Decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson Disease, Expert Systems with Applications,Vol. 40, No. 7, pp. 2756-2766.

DOI: 10.1016/j.eswa.2012.11.017

A. Ortiz, J.M. Górriz, J. Ramírez and F.J. Martínez-Murcia.

LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer’s disease, Pattern Recognition Letters,Vol. 34, No. 14, pp. 1725-1733.

DOI: 10.1016/j.patrec.2013.04.014

F.J. Martínez-Murcia, J.M. Górriz, J. Ramírez, C.G. Puntonet and I.A. Illán

Functional activity maps based on significance measures and Independent Component Analysis, Computer Methods and Programs in Biomedicine,Vol. 111, No. 1, pp. 255 – 268.

DOI: 10.1016/j.cmpb.2013.03.015

F.J. Martinez-Murcia, J.M. Górriz, J. Ramírez, C.G. Puntonet, D. Salas-Gonzalez

Computer aided diagnosis tool for Alzheimer’s disease based on Mann–Whitney–Wilcoxon U-test, Expert Systems with Applications
,Vol. 39, No.10, pp. 9676-9685

DOI: 10.1016/j.eswa.2012.02.153