Research

Currently I research in Information Technology, inside the interdisciplinary field of Computer Aided Diagnosis, Image-based diagnosis and Statistical and Digital Signal Processing. A provisional title for all this research is Computed Aided Diagnosis for the detection of Neurodegenerative Disorders using Medical Imaging.

During this period I have belonged to the Signal Processing and Biomedical Applications (SiPBA) research group, and I have written or contributed to several publications.

Education:

Telecommunications Engineer (2005-2010)
  • Grade: 7.225 over 10.
  • Best Final Project award for the work Analysis of SPECT brain images for the diagnosis of Alzheimer’s Disease using Factor Analysis and Quadratic Discriminant Functions.
Master on Computer Architecture and Networking (2010-2011)
  • Grade: 9.115 over 10.
  • Final Project: Functional Activity Maps based on Significance Measures and Independent Component Analysis.

My papers

2020

  • J. Rodriguez-Rivero, J. Ramirez, F. J. Mart{‘i}nez-Murcia, F. Segovia, A. Ortiz, D. Salas, D. Castillo-Barnes, I. Illan, C. G. Puntonet, C. Jimenez-Mesa, and others, “Granger causality-based information fusion applied to electrical measurements from power transformers,” Information fusion, vol. 57, p. 59–70, 2020.
    [BibTeX] 
    @article{rodriguez2020granger,
title={Granger causality-based information fusion applied to electrical measurements from power transformers},
author={Rodriguez-Rivero, Jacob and Ramirez, Javier and Mart{\'\i}nez-Murcia, Francisco Jes{\'u}s and Segovia, Ferm{\'\i}n and Ortiz, Andr{\'e}s and Salas, D and Castillo-Barnes, Diego and Illan, IA and Puntonet, Carlos Garc{\'\i}a and Jimenez-Mesa, Carmen and others},
journal={Information Fusion},
volume={57},
pages={59--70},
year={2020},
publisher={Elsevier}
}

  • D. Castillo-Barnes, L. Su, J. Ram{‘i}rez, D. Salas-Gonzalez, F. J. Martinez-Murcia, I. A. Illan, F. Segovia, A. Ortiz, C. Cruchaga, M. R. Farlow, and others, “Autosomal dominantly inherited alzheimer disease: analysis of genetic subgroups by machine learning,” Information fusion, vol. 58, p. 153–167, 2020.
    [BibTeX] 
    @article{castillo2020autosomal,
title={Autosomal dominantly inherited alzheimer disease: Analysis of genetic subgroups by machine learning},
author={Castillo-Barnes, Diego and Su, Li and Ram{\'\i}rez, Javier and Salas-Gonzalez, Diego and Martinez-Murcia, Francisco J and Illan, Ignacio A and Segovia, Fermin and Ortiz, Andres and Cruchaga, Carlos and Farlow, Martin R and others},
journal={Information Fusion},
volume={58},
pages={153--167},
year={2020},
publisher={Elsevier}
}

  • A. Ortiz, F. J. Martinez-Murcia, J. L. Luque, A. Giménez, R. Morales-Ortega, and J. Ortega, “Dyslexia diagnosis by eeg temporal and spectral descriptors: an anomaly detection approach.,” International journal of neural systems, p. 2050029–2050029, 2020.
    [BibTeX] 
    @article{ortiz2020dyslexia,
title={Dyslexia Diagnosis by EEG Temporal and Spectral Descriptors: An Anomaly Detection Approach.},
author={Ortiz, Andr{\'e}s and Martinez-Murcia, Francisco J and Luque, Juan L and Gim{\'e}nez, Almudena and Morales-Ortega, Roberto and Ortega, Julio},
journal={International Journal of Neural Systems},
pages={2050029--2050029},
year={2020}
}

  • D. Castillo-Barnes, F. J. Martinez-Murcia, A. Ortiz, D. Salas-Gonzalez, J. Ramirez, and J. M. Górriz, “Morphological characterization of functional brain imaging by isosurface analysis in parkinson’s disease.,” International journal of neural systems, vol. 30, iss. 9, p. 2050044–2050044, 2020.
    [BibTeX] 
    @article{castillo2020morphological,
title={Morphological Characterization of Functional Brain Imaging by Isosurface Analysis in Parkinson's Disease.},
author={Castillo-Barnes, Diego and Martinez-Murcia, Francisco J and Ortiz, Andres and Salas-Gonzalez, Diego and Ramirez, Javier and G{\'o}rriz, Juan M},
journal={International Journal of Neural Systems},
volume={30},
number={9},
pages={2050044--2050044},
year={2020}
}

  • F. J. Martinez-Murcia, A. Ortiz, J. M. Gorriz, J. Ramirez, P. J. Lopez-Abarejo, M. Lopez-Zamora, and J. L. Luque, “Eeg connectivity analysis using denoising autoencoders for the detection of dyslexia,” International journal of neural systems, p. 2050037, 2020. doi:10.1142/S0129065720500379
    [BibTeX] 

    @article{martinez2020eeg,
title={EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia},
author={Martinez-Murcia, Francisco J and Ortiz, Andres and Gorriz, Juan Manuel and Ramirez, Javier and Lopez-Abarejo, Pedro Javier and Lopez-Zamora, Miguel and Luque, Juan Luis},
journal={International Journal of Neural Systems},
pages={2050037},
year={2020},
doi={10.1142/S0129065720500379},
publisher={World Scientific Publishing Company}
}

  • J. M. Górriz, J. Ram{‘i}rez, A. Ort{‘i}z, F. J. Mart{‘i}nez-Murcia, F. Segovia, J. Suckling, M. Leming, Y. Zhang, J. R. Álvarez-Sánchez, G. Bologna, and others, “Artificial intelligence within the interplay between natural and artificial computation: advances in data science, trends and applications,” Neurocomputing, vol. 410, p. 237–270, 2020.
    [BibTeX] 
    @article{gorriz2020artificial,
title={Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications},
author={G{\'o}rriz, Juan M and Ram{\'\i}rez, Javier and Ort{\'\i}z, Andr{\'e}s and Mart{\'\i}nez-Murcia, Francisco J and Segovia, Fermin and Suckling, John and Leming, Matthew and Zhang, Yu-Dong and {\'A}lvarez-S{\'a}nchez, Jose Ram{\'o}n and Bologna, Guido and others},
journal={Neurocomputing},
volume={410},
pages={237--270},
year={2020},
publisher={Elsevier}
}

  • C. Jiménez-Mesa, I. A. Illan, A. Mart{‘i}n-Mart{‘i}n, D. Castillo-Barnes, F. J. Martinez-Murcia, J. Ramirez, and J. M. Gorriz, “Optimized one vs one approach in multiclass classification for early alzheimer’s disease and mild cognitive impairment diagnosis,” Ieee access, 2020.
    [BibTeX] 
    @article{jimenez2020optimized,
title={Optimized One vs One approach in multiclass classification for early Alzheimer’s Disease and Mild Cognitive Impairment diagnosis},
author={Jim{\'e}nez-Mesa, Carmen and Illan, Ignacio A and Mart{\'\i}n-Mart{\'\i}n, Alberto and Castillo-Barnes, Diego and Martinez-Murcia, Francisco Jesus and Ramirez, Javier and Gorriz, Juan M},
journal={IEEE Access},
year={2020},
publisher={IEEE}
}

  • D. Castillo-Barnes, F. Martinez-Murcia, J. Ram{‘i}rez, J. Górriz, and D. Salas-Gonzalez, “Expectation–maximization algorithm for finite mixture of $\alpha$-stable distributions,” Neurocomputing, vol. 413, p. 210–216, 2020. doi:10.1016/j.neucom.2020.06.114
    [BibTeX] 

    @article{castillo2020expectation,
title={Expectation--Maximization algorithm for finite mixture of $\alpha$-stable distributions},
author={Castillo-Barnes, D and Martinez-Murcia, FJ and Ram{\'\i}rez, J and G{\'o}rriz, JM and Salas-Gonzalez, D},
journal={Neurocomputing},
volume={413},
pages={210--216},
year={2020},
doi={10.1016/j.neucom.2020.06.114},
publisher={Elsevier}
}

  • J. M. Gorriz, C. Jimenez-Mesa, R. Romero-Garcia, F. Segovia, J. Ramirez, D. Castillo-Barnes, F. Martinez-Murcia, A. Ortiz, D. Salas-Gonzalez, I. Illan, and others, “Statistical agnostic mapping: a framework in neuroimaging based on concentration inequalities,” Information fusion, 2020. doi:10.1016/j.inffus.2020.09.008
    [BibTeX] 

    @article{gorriz2020statistical,
title={Statistical agnostic mapping: A framework in neuroimaging based on concentration inequalities},
author={Gorriz, Juan M and Jimenez-Mesa, C and Romero-Garcia, R and Segovia, F and Ramirez, J and Castillo-Barnes, D and Martinez-Murcia, FJ and Ortiz, A and Salas-Gonzalez, D and Illan, IA and others},
journal={Information Fusion},
year={2020},
doi={10.1016/j.inffus.2020.09.008},
publisher={Elsevier}
}

2019

  • J. M. Gorriz, J. Ramirez, F. Segovia, F. J. Martinez-Murcia, M. Lai, M. V. Lombardo, S. Baron-Cohen, M. A. Consortium, J. Suckling, and others, “A machine learning approach to reveal the neuro-phenotypes of autisms,” International journal of neural systems, 2019. doi:10.1142/S0129065718500582
    [BibTeX] 

    @Article{gorriz2019machine,
author = {Gorriz, Juan M and Ramirez, Javier and Segovia, F and Martinez-Murcia, Francisco J and Lai, Meng-Chuan and Lombardo, Michael V and Baron-Cohen, Simon and MRC AIMS Consortium and Suckling, John and others},
title = {A Machine Learning Approach to Reveal the Neuro-Phenotypes of Autisms},
journal = {International Journal of Neural Systems},
year = {2019},
doi = {10.1142/S0129065718500582},
publisher = {World Scientific Publishing Company},
}

  • F. Segovia, J. M. Gorriz, J. Ramirez, F. J. Martinez-Murcia, and D. Castillo-Barnes, “Assisted diagnosis of parkinsonism based on the striatal morphology,” International journal of neural systems, 2019. doi:10.1142/s0129065719500114
    [BibTeX] 

    @Article{segovia2019assisted,
author = {Segovia, Fermin and Gorriz, Juan M and Ramirez, Javier and Martinez-Murcia, Francisco J and Castillo-Barnes, Diego},
title = {Assisted diagnosis of Parkinsonism based on the striatal morphology},
journal = {International Journal of Neural Systems},
year = {2019},
doi = {10.1142/s0129065719500114},
publisher = {World Scientific Publishing Company},
}

  • A. Ortiz, J. Munilla, F. J. Mart{‘i}nez-Murcia, J. M. Górriz, and J. Ram{‘i}rez, “Empirical functional pca for 3d image feature extraction through fractal sampling,” International journal of neural systems, vol. 29, iss. 02, p. 1850040, 2019.
    [BibTeX] 
    @article{ortiz2019empirical,
title={Empirical functional pca for 3d image feature extraction through fractal sampling},
author={Ortiz, Andr{\'e}s and Munilla, Jorge and Mart{\'\i}nez-Murcia, Francisco J and G{\'o}rriz, Juan M and Ram{\'\i}rez, Javier},
journal={International Journal of Neural Systems},
volume={29},
number={02},
pages={1850040},
year={2019},
publisher={World Scientific Publishing Company}
}

  • F. J. Martinez-Murcia, A. Ortiz, J. Gorriz, J. Ramirez, and D. Castillo-Barnes, “Studying the manifold structure of alzheimer’s disease: a deep learning approach using convolutional autoencoders,” Ieee journal of biomedical and health informatics, vol. 24, iss. 1, p. 17–26, 2019. doi:10.1109/JBHI.2019.2914970
    [BibTeX] 

    @article{martinez2019studying,
title={Studying the manifold structure of Alzheimer's Disease: a deep learning approach using convolutional autoencoders},
author={Martinez-Murcia, Francisco J and Ortiz, Andres and Gorriz, Juan-Manuel and Ramirez, Javier and Castillo-Barnes, Diego},
journal={IEEE Journal of Biomedical and Health Informatics},
volume={24},
number={1},
pages={17--26},
year={2019},
doi={10.1109/JBHI.2019.2914970},
publisher={IEEE}
}

  • A. Ortiz, F. J. Martinez-Murcia, J. Munilla, J. M. Gorriz, and J. Ramirez, “Label aided deep ranking for the automatic diagnosis of parkinsonian syndromes,” Neurocomputing, vol. 330, p. 162–171, 2019.
    [BibTeX] 
    @article{ortiz2019label,
title={Label aided deep ranking for the automatic diagnosis of Parkinsonian syndromes},
author={Ortiz, Andr{\'e}s and Martinez-Murcia, F.J. and Munilla, Jorge and Gorriz, Juan M and Ramirez, Javier},
journal={Neurocomputing},
volume={330},
pages={162--171},
year={2019},
publisher={Elsevier}
}

2018

  • J. Ramírez, J. Górriz, A. Ortiz, F. Martínez-Murcia, F. Segovia, D. Salas-Gonzalez, D. Castillo-Barnes, I. Illán, C. Puntonet, A. D. N. Initiative, and others, “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, p. 47–57, 2018. doi:10.1016/j.jneumeth.2017.12.005
    [BibTeX] 

    @Article{ramirez2018ensemble,
author = {Ram{\'i}rez, J and G{\'o}rriz, JM and Ortiz, A and Mart{\'i}nez-Murcia, FJ and Segovia, F and Salas-Gonzalez, D and Castillo-Barnes, D and Ill{\'a}n, IA and Puntonet, CG and Alzheimer's Disease Neuroimaging Initiative and others},
title = {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 = {Journal of neuroscience methods},
year = {2018},
volume = {302},
pages = {47--57},
doi = {10.1016/j.jneumeth.2017.12.005},
publisher = {Elsevier},
}

  • A. Ortiz, F. Lozano, J. M. Gorriz, J. Ramirez, F. J. Martinez-Murcia, A. D. N. Initiative, and others, “Discriminative sparse features for alzheimer’s disease diagnosis using multimodal image data,” Current alzheimer research, vol. 15, iss. 1, p. 67–79, 2018. doi:10.2174/1567205014666170922101135
    [BibTeX] 

    @Article{ortiz2018discriminative,
author = {Ortiz, Andres and Lozano, F and Gorriz, Juan M and Ramirez, Javier and Martinez-Murcia, Francisco J and Alzheimer's Disease Neuroimaging Initiative and others},
title = {Discriminative Sparse Features for Alzheimer's Disease Diagnosis Using Multimodal Image Data},
journal = {Current Alzheimer Research},
year = {2018},
volume = {15},
number = {1},
pages = {67--79},
doi = {10.2174/1567205014666170922101135},
publisher = {Bentham Science Publishers},
}

  • F. J. Martinez-Murcia, J. M. Górriz, J. Ramírez, F. Segovia, D. Salas-Gonzalez, D. Castillo-Barnes, A. Ortiz, A. D. N. Initiative, and others, “Assessing mild cognitive impairment progression using a spherical brain mapping of magnetic resonance imaging,” Journal of alzheimer’s disease, iss. Preprint, p. 1–17, 2018. doi:10.3233/jad-170403
    [BibTeX] 

    @Article{martinez2018assessing,
author = {Martinez-Murcia, Francisco Jesus and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Segovia, Ferm{\'i}n and Salas-Gonzalez, Diego and Castillo-Barnes, Diego and Ortiz, Andr{\'e}s and Alzheimer’s Disease Neuroimaging Initiative and others},
title = {Assessing mild cognitive impairment progression using a spherical brain mapping of magnetic resonance imaging},
journal = {Journal of Alzheimer's Disease},
year = {2018},
number = {Preprint},
pages = {1--17},
doi = {10.3233/jad-170403},
publisher = {IOS Press},
}

  • D. Castillo-Barnes, F. Segovia, F. J. Martinez-Murcia, D. Salas-Gonzalez, J. Ramírez, and J. M. Górriz, “Classification improvement for parkinson’s disease diagnosis using the gradient magnitude in datscan spect images,” in The 13th international conference on soft computing models in industrial and environmental applications, 2018, p. 100–109. doi:10.1007/978-3-319-94120-2_10
    [BibTeX] 

    @InProceedings{castillo2018classification,
author = {Castillo-Barnes, Diego and Segovia, Fermin and Martinez-Murcia, Francisco J and Salas-Gonzalez, Diego and Ram{\'i}rez, Javier and G{\'o}rriz, Juan M},
title = {Classification Improvement for Parkinson’s Disease Diagnosis Using the Gradient Magnitude in DaTSCAN SPECT Images},
booktitle = {The 13th International Conference on Soft Computing Models in Industrial and Environmental Applications},
year = {2018},
pages = {100--109},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-94120-2_10},
}

  • F. J. Martinez-Murcia, A. Ortiz, J. M. Gorriz, J. Ramirez, D. Castillo-Barnes, D. Salas-Gonzalez, and F. Segovia, “Deep convolutional autoencoders vs pca in a highly-unbalanced parkinson’s disease dataset: a datscan study,” in The 13th international conference on soft computing models in industrial and environmental applications, 2018, p. 47–56. doi:10.1007/978-3-319-94120-2_5
    [BibTeX] 

    @InProceedings{martinez2018deep,
author = {Martinez-Murcia, Francisco Jes{\'u}s and Ortiz, Andres and Gorriz, Juan Manuel and Ramirez, Javier and Castillo-Barnes, Diego and Salas-Gonzalez, Diego and Segovia, Fermin},
title = {Deep Convolutional Autoencoders vs PCA in a Highly-Unbalanced Parkinson’s Disease Dataset: A DaTSCAN Study},
booktitle = {The 13th International Conference on Soft Computing Models in Industrial and Environmental Applications},
year = {2018},
pages = {47--56},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-94120-2_5},
}

  • A. Ortiz, J. Ramírez, R. Cruz-Arándiga, M. J. García-Tarifa, F. J. Martínez-Murcia, and J. M. Górriz, “Retinal blood vessel segmentation by multi-channel deep convolutional autoencoder,” in The 13th international conference on soft computing models in industrial and environmental applications, 2018, p. 37–46. doi:10.1007/978-3-319-94120-2_4
    [BibTeX] 

    @InProceedings{ortiz2018retinal,
author = {Ortiz, Andr{\'e}s and Ram{\'i}rez, Javier and Cruz-Ar{\'a}ndiga, Ricardo and Garc{\'i}a-Tarifa, Mar{\'i}a J and Mart{\'i}nez-Murcia, Francisco J and G{\'o}rriz, Juan M},
title = {Retinal Blood Vessel Segmentation by Multi-channel Deep Convolutional Autoencoder},
booktitle = {The 13th International Conference on Soft Computing Models in Industrial and Environmental Applications},
year = {2018},
pages = {37--46},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-94120-2_4},
}

  • D. Castillo-Barnes, J. Ramírez, F. Segovia, F. J. Martínez-Murcia, D. Salas-Gonzalez, and 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, vol. 12, 2018. doi:10.3389/fninf.2018.00053
    [BibTeX] 

    @Article{castillo2018robust,
author = {Castillo-Barnes, Diego and Ram{\'i}rez, Javier and Segovia, Ferm{\'i}n and Mart{\'i}nez-Murcia, Francisco J and Salas-Gonzalez, Diego and G{\'o}rriz, Juan M},
title = {Robust Ensemble Classification Methodology for I123-Ioflupane SPECT Images and Multiple Heterogeneous Biomarkers in the Diagnosis of Parkinson's Disease},
journal = {Frontiers in neuroinformatics},
year = {2018},
volume = {12},
doi = {10.3389/fninf.2018.00053},
publisher = {Frontiers Media SA},
}

  • F. J. Martinez-Murcia, J. M. Gorriz, J. Ramirez, and A. Ortiz, “Convolutional neural networks for neuroimaging in parkinson’s disease: is preprocessing needed?,” International journal of neural systems, p. 1850035–1850035, 2018. doi:10.1142/s0129065718500351
    [BibTeX] 

    @Article{martinez2018convolutional,
author = {Martinez-Murcia, Francisco J and Gorriz, Juan M and Ramirez, Javier and Ortiz, Andres},
title = {Convolutional Neural Networks for Neuroimaging in Parkinson's Disease: Is Preprocessing Needed?},
journal = {International journal of neural systems},
year = {2018},
pages = {1850035--1850035},
doi = {10.1142/s0129065718500351},
}

  • F. Segovia, J. Górriz, J. Ramírez, F. Martinez-Murcia, D. Castillo-Barnes, R. Sánchez-Vañó, P. Sopena-Novales, and M. Gómez-Río, “Using early acquisitions of amyloid-pet as a surrogate of fdg-pet: a machine learning based approach,” in 2018 international workshop on pattern recognition in neuroimaging (prni), 2018, p. 1–4. doi:10.1109/prni.2018.8423959
    [BibTeX] 

    @InProceedings{segovia2018using,
author = {Segovia, F and G{\'o}rriz, JM and Ram{\'i}rez, J and Martinez-Murcia, FJ and Castillo-Barnes, D and S{\'a}nchez-Va{\~n}{\'o}, R and Sopena-Novales, P and G{\'o}mez-R{\'i}o, M},
title = {Using Early Acquisitions of Amyloid-PET as a Surrogate of FDG-PET: A Machine Learning Based Approach},
booktitle = {2018 International Workshop on Pattern Recognition in Neuroimaging (PRNI)},
year = {2018},
pages = {1--4},
organization = {IEEE},
doi = {10.1109/prni.2018.8423959},
}

  • A. Ortiz, J. Munilla, F. J. Martinez-Murcia, J. M. Górriz, and J. Ramírez, “Empirical functional pca for 3d image feature extraction through fractal sampling.,” International journal of neural systems, p. 1850040–1850040, 2018. doi:10.1142/s0129065718500405
    [BibTeX] 

    @Article{ortiz2018empirical,
author = {Ortiz, Andr{\'e}s and Munilla, Jorge and Martinez-Murcia, Francisco J and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier},
title = {Empirical Functional PCA for 3D Image Feature Extraction Through Fractal Sampling.},
journal = {International journal of neural systems},
year = {2018},
pages = {1850040--1850040},
doi = {10.1142/s0129065718500405},
}

  • F. Segovia, J. Górriz, J. Ramírez, F. Martinez-Murcia, and M. García-Pérez, “Using deep neural networks along with dimensionality reduction techniques to assist the diagnosis of neurodegenerative disorders,” Logic journal of the igpl, vol. 26, iss. 6, p. 618–628, 2018. doi:10.1093/jigpal/jzy026
    [BibTeX] 

    @Article{Segovia2018,
author = {Segovia, F and G{\'o}rriz, JM and Ram{\'i}rez, J and Martinez-Murcia, FJ and Garc{\'i}a-P{\'e}rez, M},
title = {Using deep neural networks along with dimensionality reduction techniques to assist the diagnosis of neurodegenerative disorders},
journal = {Logic Journal of the IGPL},
year = {2018},
volume = {26},
number = {6},
pages = {618--628},
doi = {10.1093/jigpal/jzy026},
publisher = {Oxford University Press},
}

2017

  • F. J. Martinez-Murcia, M. Lai, J. M. Gorriz, J. Ramírez, A. M. Young, S. C. Deoni, C. Ecker, M. V. Lombardo, MRC AIMS Consortium, S. Baron-Cohen, and others, “On the brain structure heterogeneity of autism: parsing out acquisition site effects with significance-weighted principal component analysis,” Human brain mapping, vol. 38, iss. 3, p. 1208–1223, 2017. doi:10.1002/hbm.23449
    [BibTeX] 

    @Article{martinez2017brain,
author = {Martinez-Murcia, Francisco Jes{\'u}s and Lai, Meng-Chuan and Gorriz, Juan Manuel and Ram{\'i}rez, Javier and Young, Adam MH and Deoni, Sean CL and Ecker, Christine and Lombardo, Michael V and MRC AIMS Consortium, and Baron-Cohen, Simon and others},
title = {On the brain structure heterogeneity of autism: Parsing out acquisition site effects with significance-weighted principal component analysis},
journal = {Human brain mapping},
year = {2017},
volume = {38},
number = {3},
pages = {1208--1223},
doi = {10.1002/hbm.23449},
}

  • J. M. Górriz, J. Ramírez, I. A. Illán, F. J. Martínez-Murcia, F. Segovia, D. Salas-Gonzalez, and A. Ortiz, “Case-based statistical learning applied to spect image classification,” in Medical imaging 2017: computer-aided diagnosis, 2017, p. 101342D. doi:10.1117/12.2253853
    [BibTeX] 

    @InProceedings{gorriz2017case,
author = {G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Ill{\'a}n, Ignacio A and Mart{\'i}nez-Murcia, Francisco J and Segovia, Ferm{\'i}n and Salas-Gonzalez, Diego and Ortiz, Andr{\'e}s},
title = {Case-based statistical learning applied to SPECT image classification},
booktitle = {Medical Imaging 2017: Computer-Aided Diagnosis},
year = {2017},
volume = {10134},
pages = {101342D},
organization = {International Society for Optics and Photonics},
doi = {10.1117/12.2253853},
}

  • F. Segovia, D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, and F. J. Martínez-Murcia, “Analysis of 18f-dmfp-pet data using hidden markov random field and the gaussian distribution to assist the diagnosis of parkinsonism,” in Medical imaging 2017: computer-aided diagnosis, 2017, p. 101342B. doi:10.1117/12.2250281
    [BibTeX] 

    @InProceedings{segovia2017analysis,
author = {Segovia, Ferm{\'i}n and Salas-Gonzalez, Diego and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco J},
title = {Analysis of 18F-DMFP-PET data using Hidden Markov Random Field and the Gaussian distribution to assist the diagnosis of Parkinsonism},
booktitle = {Medical Imaging 2017: Computer-Aided Diagnosis},
year = {2017},
volume = {10134},
pages = {101342B},
organization = {International Society for Optics and Photonics},
doi = {10.1117/12.2250281},
}

  • F. Segovia, J. M. Górriz, J. Ramírez, F. J. Martínez-Murcia, J. Levin, M. Schuberth, M. Brendel, A. Rominger, K. Bötzel, G. Garraux, and others, “Multivariate analysis of 18f-dmfp pet data to assist the diagnosis of parkinsonism,” Frontiers in neuroinformatics, vol. 11, p. 23, 2017. doi:10.3389/fninf.2017.00023
    [BibTeX] 

    @Article{segovia2017multivariate,
author = {Segovia, Ferm{\'i}n and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco J and Levin, Johannes and Schuberth, Madeleine and Brendel, Matthias and Rominger, Axel and B{\"o}tzel, Kai and Garraux, Ga{\"e}tan and others},
title = {Multivariate analysis of 18F-DMFP PET data to assist the diagnosis of parkinsonism},
journal = {Frontiers in neuroinformatics},
year = {2017},
volume = {11},
pages = {23},
doi = {10.3389/fninf.2017.00023},
publisher = {Frontiers},
}

  • J. M. Górriz, J. Ramírez, F. J. Martínez-Murcia, I. A. Illán, F. Segovia, D. Salas-González, and A. Ortiz, “Case-based statistical learning: a non parametric implementation applied to spect images,” in International work-conference on the interplay between natural and artificial computation, 2017, p. 305–313. doi:10.1007/978-3-319-59740-9_30
    [BibTeX] 

    @InProceedings{Gorriz2017,
author = {G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Ill{\'a}n, Ignacio A and Segovia, Ferm{\'i}n and Salas-Gonz{\'a}lez, Diego and Ortiz, Andr{\'e}s},
title = {Case-Based Statistical Learning: A Non Parametric Implementation Applied to SPECT Images},
booktitle = {International Work-Conference on the Interplay Between Natural and Artificial Computation},
year = {2017},
pages = {305--313},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-59740-9_30},
}

  • F. J. Martinez-Murcia, A. Ortiz, J. M. Górriz, J. Ramírez, F. Segovia, D. Salas-Gonzalez, D. Castillo-Barnes, and I. A. Illán, “A 3d convolutional neural network approach for the diagnosis of parkinson’s disease,” in International work-conference on the interplay between natural and artificial computation, 2017, p. 324–333. doi:10.1007/978-3-319-59740-9_32
    [BibTeX] 

    @InProceedings{martinez20173d,
author = {Martinez-Murcia, Francisco Jes{\'u}s and Ortiz, Andres and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Segovia, Fermin and Salas-Gonzalez, Diego and Castillo-Barnes, Diego and Ill{\'a}n, Ignacio A},
title = {A 3D convolutional neural network approach for the diagnosis of Parkinson’s disease},
booktitle = {International Work-Conference on the Interplay Between Natural and Artificial Computation},
year = {2017},
pages = {324--333},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-59740-9_32},
}

  • F. Segovia, J. M. Górriz, J. Ramírez, F. J. Martínez-Murcia, D. Castillo-Barnes, I. A. Illán, A. Ortiz, and D. Salas-Gonzalez, “Automatic separation of parkinsonian patients and control subjects based on the striatal morphology,” in International work-conference on the interplay between natural and artificial computation, 2017, p. 345–352. doi:10.1007/978-3-319-59740-9_34
    [BibTeX] 

    @InProceedings{segovia2017automatic,
author = {Segovia, Ferm{\'i}n and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco J and Castillo-Barnes, Diego and Ill{\'a}n, Ignacio A and Ortiz, Andres and Salas-Gonzalez, Diego},
title = {Automatic separation of Parkinsonian patients and control subjects based on the striatal morphology},
booktitle = {International Work-Conference on the Interplay Between Natural and Artificial Computation},
year = {2017},
pages = {345--352},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-59740-9_34},
}

  • D. Castillo-Barnes, C. Arenas, F. Segovia, F. J. Martínez-Murcia, I. A. Illán, J. M. Górriz, J. Ramírez, and D. Salas-Gonzalez, “On a heavy-tailed intensity normalization of the parkinson’s progression markers initiative brain database,” in International work-conference on the interplay between natural and artificial computation, 2017, p. 298–304. doi:10.1007/978-3-319-59740-9_29
    [BibTeX] 

    @InProceedings{castillo2017heavy,
author = {Castillo-Barnes, Diego and Arenas, Carlos and Segovia, Ferm{\'i}n and Mart{\'i}nez-Murcia, Francisco J and Ill{\'a}n, Ignacio A and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Salas-Gonzalez, Diego},
title = {On a heavy-tailed intensity normalization of the Parkinson’s progression markers initiative brain database},
booktitle = {International Work-Conference on the Interplay Between Natural and Artificial Computation},
year = {2017},
pages = {298--304},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-59740-9_29},
}

  • F. J. Martínez Murcia, “Statistical neuroimage modelling, processing and synthesis based on texture and component analysis: tackling the small sample size problem,” PhD Thesis, 2017. doi:10.13140/RG.2.2.10771.48161
    [BibTeX] 

    @PhdThesis{martinez2017statistical,
author = {Mart{\'i}nez Murcia, Francisco J},
title = {Statistical neuroimage modelling, processing and synthesis based on texture and component analysis: Tackling the small sample size problem},
school = {Universidad de Granada},
year = {2017},
doi = {10.13140/RG.2.2.10771.48161},
}

  • F. J. Martinez-Murcia, J. M. Gorriz, J. Ramirez, F. Segovia, D. Salas-Gonzalez, D. Castillo-Barnes, I. A. Illan, and A. Ortiz, “Evaluating alzheimer’s disease diagnosis using texture analysis,” in Medical image understanding and analysis: 21st annual conference, miua 2017, edinburgh, uk, july 11-13, 2017, proceedings, 2017, p. 470. doi:10.1007/978-3-319-60964-5_41
    [BibTeX] 

    @InProceedings{martinez2017evaluating,
author = {Martinez-Murcia, Francisco Jesus and Gorriz, Juan Manuel and Ramirez, Javier and Segovia, Fermin and Salas-Gonzalez, Diego and Castillo-Barnes, Diego and Illan, Ignacio Alvarez and Ortiz, Andr{\'e}s},
title = {Evaluating Alzheimer’s Disease Diagnosis Using Texture Analysis},
booktitle = {Medical Image Understanding and Analysis: 21st Annual Conference, MIUA 2017, Edinburgh, UK, July 11-13, 2017, Proceedings},
year = {2017},
volume = {723},
pages = {470},
organization = {Springer},
doi = {10.1007/978-3-319-60964-5_41},
}

  • A. Ortiz, J. Munilla, F. J. Martínez-Murcia, J. M. Górriz, J. Ramírez, A. D. N. Initiative, and others, “Learning longitudinal mri patterns by sice and deep learning: assessing the alzheimer’s disease progression,” in Annual conference on medical image understanding and analysis, 2017, p. 413–424. doi:10.1007/978-3-319-60964-5_36
    [BibTeX] 

    @InProceedings{ortiz2017learning,
author = {Ortiz, Andr{\'e}s and Munilla, Jorge and Mart{\'i}nez-Murcia, Francisco J and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Alzheimer’s Disease Neuroimaging Initiative and others},
title = {Learning longitudinal MRI patterns by SICE and deep learning: Assessing the Alzheimer’s disease progression},
booktitle = {Annual Conference on Medical Image Understanding and Analysis},
year = {2017},
pages = {413--424},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-60964-5_36},
}

  • J. M. Górriz, J. Ramírez, M. Moreno-Caballero, F. J. Martínez-Murcia, A. Ortiz, I. A. Illán, F. Segovia, D. Salas-Gonzalez, and M. Gomez-Rio, “Tree-based ensemble learning techniques in the analysis of parkinsonian syndromes,” in Annual conference on medical image understanding and analysis, 2017, p. 459–469. doi:10.1007/978-3-319-60964-5_40
    [BibTeX] 

    @InProceedings{gorriz2017tree,
author = {G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Moreno-Caballero, M and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Ortiz, Andr{\'e}s and Ill{\'a}n, Ignacio A and Segovia, Ferm{\'i}n and Salas-Gonzalez, Diego and Gomez-Rio, Manuel},
title = {Tree-Based Ensemble Learning Techniques in the Analysis of Parkinsonian Syndromes},
booktitle = {Annual Conference on Medical Image Understanding and Analysis},
year = {2017},
pages = {459--469},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-60964-5_40},
}

  • F. J. Martinez-Murcia, Górriz, J. M., and J. Ramírez, “Wiley encyclopedia of electrical and electronics engineering.” John wiley & sons, inc., 2017, p. 1–9. doi:10.1002/047134608x.w5506.pub2
    [BibTeX] 

    @InBook{martinez2017feature,
chapter = {Feature Extraction},
pages = {1--9},
title = {Wiley Encyclopedia of Electrical and Electronics Engineering},
publisher = {John Wiley \& Sons, Inc.},
year = {2017},
author = {Martinez-Murcia, Francisco J. and G{\'o}rriz and M., Juan and Ram{\'i}rez, Javier},
doi = {10.1002/047134608x.w5506.pub2},
journal = {Wiley Encyclopedia of Electrical and Electronics Engineering},
}

  • J. M. Gorriz, J. Ramirez, J. Suckling, F. J. Martínez-Murcia, I. Illan, F. Segovia, A. Ortiz, 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, p. 40–49, 2017. doi:10.1016/j.eswa.2017.08.006
    [BibTeX] 

    @Article{gorriz2017semi,
author = {Gorriz, Juan M and Ramirez, Javier and Suckling, John and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Illan, IA and Segovia, Ferm{\'i}n and Ortiz, Andr{\'e}s and Salas-Gonzalez, Diego and Castillo-Barnes, Diego and Puntonet, Carlos Garc{\'i}a},
title = {A semi-supervised learning approach for model selection based on class-hypothesis testing},
journal = {Expert Systems with Applications},
year = {2017},
volume = {90},
pages = {40--49},
doi = {10.1016/j.eswa.2017.08.006},
publisher = {Pergamon},
}

  • F. Segovia, J. M. Górriz, J. Ramírez, F. J. Martínez-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, p. 326, 2017. doi:10.3389/fnagi.2017.00326
    [BibTeX] 

    @Article{segovia2017preprocessing,
author = {Segovia, Ferm{\'i}n and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco J and Salas-Gonzalez, Diego},
title = {Preprocessing of 18F-DMFP-PET data based on hidden markov random fields and the gaussian distribution},
journal = {Frontiers in aging neuroscience},
year = {2017},
volume = {9},
pages = {326},
doi = {10.3389/fnagi.2017.00326},
publisher = {Frontiers},
}

  • D. Castillo-Barnes, I. Peis, F. J. Martínez-Murcia, F. Segovia, I. A. Illán, J. M. Górriz, J. Ramírez, and D. Salas-Gonzalez, “A heavy tailed expectation maximization hidden markov random field model with applications to segmentation of mri,” Frontiers in neuroinformatics, vol. 11, p. 66, 2017. doi:10.3389/fninf.2017.00066
    [BibTeX] 

    @Article{Castillo-Barnes2017,
author = {Castillo-Barnes, Diego and Peis, Ignacio and Mart{\'i}nez-Murcia, Francisco J and Segovia, Ferm{\'i}n and Ill{\'a}n, Ignacio A and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Salas-Gonzalez, Diego},
title = {A Heavy Tailed Expectation Maximization Hidden Markov Random Field Model with Applications to Segmentation of MRI},
journal = {Frontiers in neuroinformatics},
year = {2017},
volume = {11},
pages = {66},
doi = {10.3389/fninf.2017.00066},
publisher = {Frontiers},
}

  • F. J. Martinez-Murcia, J. M. Górriz, J. Ramírez, I. A. Illán, F. Segovia, D. Castillo-Barnes, and D. Salas-Gonzalez, “Functional brain imaging synthesis based on image decomposition and kernel modeling: application to neurodegenerative diseases,” Frontiers in neuroinformatics, vol. 11, p. 65, 2017. doi:10.3389/fninf.2017.00065
    [BibTeX] 

    @Article{martinez2017functional,
author = {Martinez-Murcia, Francisco J and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Ill{\'a}n, Ignacio A and Segovia, Ferm{\'i}n and Castillo-Barnes, Diego and Salas-Gonzalez, Diego},
title = {Functional brain imaging synthesis based on image decomposition and kernel modeling: Application to neurodegenerative diseases},
journal = {Frontiers in neuroinformatics},
year = {2017},
volume = {11},
pages = {65},
doi = {10.3389/fninf.2017.00065},
publisher = {Frontiers},
}

  • J. M. Górriz, J. Ramírez, J. Suckling, I. A. Illán, A. Ortiz, F. J. Martínez-Murcia, F. Segovia, D. Salas-Gonzalez, and S. Wang, “Case-based statistical learning: a non-parametric implementation with a conditional-error rate svm,” Ieee access, vol. 5, p. 11468–11478, 2017. doi:10.1109/access.2017.2714579
    [BibTeX] 

    @Article{Gorriz2017a,
author = {G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Suckling, John and Ill{\'a}n, Ignacio Alvarez and Ortiz, Andr{\'e}s and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Segovia, Ferm{\'i}n and Salas-Gonzalez, Diego and Wang, Shuihua},
title = {Case-based statistical learning: a non-parametric implementation with a conditional-error rate SVM},
journal = {IEEE Access},
year = {2017},
volume = {5},
pages = {11468--11478},
doi = {10.1109/access.2017.2714579},
publisher = {IEEE},
}

2016

  • J. Ramírez, J. M. Górriz, A. Ortiz, P. Padilla, F. J. Martínez-Murcia, A. D. N. Initiative, and others, “Ensemble tree learning techniques for magnetic resonance image analysis,” in Innovation in medicine and healthcare 2015, Springer, cham, 2016, p. 395–404. doi:10.1007/978-3-319-23024-5_36
    [BibTeX] 

    @InCollection{ramirez2016ensemble,
author = {Ram{\'i}rez, Javier and G{\'o}rriz, Juan M and Ortiz, Andr{\'e}s and Padilla, Pablo and Mart{\'i}nez-Murcia, Francisco J and Alzheimer Disease Neuroimaging Initiative and others},
title = {Ensemble tree learning techniques for magnetic resonance image analysis},
booktitle = {Innovation in Medicine and Healthcare 2015},
publisher = {Springer, Cham},
year = {2016},
pages = {395--404},
doi = {10.1007/978-3-319-23024-5_36},
}

  • D. Salas-Gonzalez, F. Segovia, F. J Martínez-Murcia, E. W Lang, J. M Gorriz, and J. Ramírez, “An optimal approach for selecting discriminant regions for the diagnosis of alzheimer’s disease,” Current alzheimer research, vol. 13, iss. 7, p. 838–844, 2016. doi:10.2174/1567205013666160415154852
    [BibTeX] 

    @Article{salas2016optimal,
author = {Salas-Gonzalez, D and Segovia, F and J Mart{\'i}nez-Murcia, F and W Lang, E and M Gorriz, J and Ram{\'i}rez, J},
title = {An optimal approach for selecting discriminant regions for the diagnosis of Alzheimer's disease},
journal = {Current Alzheimer Research},
year = {2016},
volume = {13},
number = {7},
pages = {838--844},
doi = {10.2174/1567205013666160415154852},
publisher = {Bentham Science Publishers},
}

  • F. J Martinez-Murcia, J. M Górriz, J. Ramírez, A. Ortiz, D. N. s Initiative, and others, “A spherical brain mapping of mr images for the detection of alzheimer’s disease,” Current alzheimer research, vol. 13, iss. 5, p. 575–588, 2016. doi:10.2174/1567205013666160314145158
    [BibTeX] 

    @Article{j2016spherical,
author = {J Martinez-Murcia, F and M G{\'o}rriz, J and Ram{\'i}rez, J and Ortiz, Andr{\'e}s and s Disease Neuroimaging Initiative and others},
title = {A spherical brain mapping of MR images for the detection of Alzheimer’s disease},
journal = {Current Alzheimer Research},
year = {2016},
volume = {13},
number = {5},
pages = {575--588},
doi = {10.2174/1567205013666160314145158},
publisher = {Bentham Science Publishers},
}

  • A. Ortiz, F. J. Martínez-Murcia, M. J. García-Tarifa, F. Lozano, J. M. Górriz, and J. Ramírez, “Automated diagnosis of parkinsonian syndromes by deep sparse filtering-based features,” in International conference on innovation in medicine and healthcare, 2016, p. 249–258. doi:10.1007/978-3-319-39687-3_24
    [BibTeX] 

    @InProceedings{ortiz2016automated,
author = {Ortiz, Andr{\'e}s and Mart{\'i}nez-Murcia, Francisco J and Garc{\'i}a-Tarifa, Mar{\'i}a J and Lozano, Francisco and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier},
title = {Automated diagnosis of parkinsonian syndromes by deep sparse filtering-based features},
booktitle = {International Conference on Innovation in Medicine and Healthcare},
year = {2016},
pages = {249--258},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-39687-3_24},
}

  • F. J. Martínez-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, p. 1650024, 2016. doi:10.1142/s0129065716500246
    [BibTeX] 

    @Article{martinez2016structural,
author = {Mart{\'i}nez-Murcia, Francisco J. and G{\'o}rriz, Juan M. and Ram{\'i}rez, J. and Ortiz, Andr{\'e}s},
title = {A Structural Parametrization of the Brain Using Hidden Markov Models-Based Paths in Alzheimer’s Disease},
journal = {International Journal of Neural Systems},
year = {2016},
volume = {26},
pages = {1650024},
doi = {10.1142/s0129065716500246},
publisher = {World Scientific Publishing Company},
}

  • F. Segovia, M. García-Pérez, J. M. Górriz, J. Ramírez, and F. J. Martínez-Murcia, “Assisting the diagnosis of neurodegenerative disorders using principal component analysis and tensorflow,” in International joint conference soco’16-cisis’16-iceute’16, 2016, p. 43–52. doi:10.1007/978-3-319-47364-2_5
    [BibTeX] 

    @InProceedings{segovia2016assisting,
author = {Segovia, Ferm{\'i}n and Garc{\'i}a-P{\'e}rez, Marcelo and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s},
title = {Assisting the diagnosis of neurodegenerative disorders using principal component analysis and tensorflow},
booktitle = {International Joint Conference SOCO’16-CISIS’16-ICEUTE’16},
year = {2016},
pages = {43--52},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-47364-2_5},
}

  • J. Ramírez, J. M. Górriz, F. J. Martínez-Murcia, F. Segovia, and D. Salas-Gonzalez, “Magnetic resonance image classification using nonnegative matrix factorization and ensemble tree learning techniques,” in 2016 ieee 18th international workshop on multimedia signal processing (mmsp), 2016, p. 1–5. doi:10.1109/mmsp.2016.7813393
    [BibTeX] 

    @InProceedings{ramirez2016magnetic,
author = {Ram{\'i}rez, Javier and G{\'o}rriz, Juan Manuel and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Segovia, Ferm{\'i}n and Salas-Gonzalez, Diego},
title = {Magnetic resonance image classification using nonnegative matrix factorization and ensemble tree learning techniques},
booktitle = {2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP)},
year = {2016},
pages = {1--5},
organization = {IEEE},
doi = {10.1109/mmsp.2016.7813393},
}

  • F. J. Martínez-Murcia, J. M. Górriz, and J. Ramírez, “Computer-aided diagnosis in neuroimaging,” in Computer-aided technologies-applications in engineering and medicine, Intechopen, 2016. doi:10.5772/64980
    [BibTeX] 

    @InCollection{martinez2016computer,
author = {Mart{\'i}nez-Murcia, Francisco J and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier},
title = {Computer-aided diagnosis in neuroimaging},
booktitle = {Computer-aided Technologies-Applications in Engineering and Medicine},
publisher = {IntechOpen},
year = {2016},
doi = {10.5772/64980},
}

  • A. Domínguez, J. Ramírez, J. Górriz, F. Segovia, D. Salas-Gonzalez, F. Martínez-Murcia, and I. Illán, “Statistical feature selection and classification models for alzheimer’s disease progression assessment,” in 2016 ieee nuclear science symposium, medical imaging conference and room-temperature semiconductor detector workshop (nss/mic/rtsd), 2016, p. 1–5. doi:10.1109/nssmic.2016.8069560
    [BibTeX] 

    @InProceedings{dominguez2016statistical,
author = {Dom{\'i}nguez, A and Ram{\'i}rez, J and G{\'o}rriz, JM and Segovia, F and Salas-Gonzalez, D and Mart{\'i}nez-Murcia, FJ and Ill{\'a}n, IA},
title = {Statistical feature selection and classification models for Alzheimer's disease progression assessment},
booktitle = {2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)},
year = {2016},
pages = {1--5},
organization = {IEEE},
doi = {10.1109/nssmic.2016.8069560},
}

  • F. Segovia, I. Illán, D. Salas-Gonzalez, F. Martínez-Murcia, A. Ortiz, J. Górriz, and J. Ramírez, “Petra: a web-based system supporting computer aided diagnosis of alzheimer’s disease,” in 2016 ieee nuclear science symposium, medical imaging conference and room-temperature semiconductor detector workshop (nss/mic/rtsd), 2016, p. 1–4. doi:10.1109/nssmic.2016.8069433
    [BibTeX] 

    @InProceedings{segovia2016petra,
author = {Segovia, F and Ill{\'a}n, IA and Salas-Gonzalez, D and Mart{\'i}nez-Murcia, FJ and Ortiz, A and G{\'o}rriz, JM and Ram{\'i}rez, J},
title = {PETRA: A web-based system supporting computer aided diagnosis of alzheimer's disease},
booktitle = {2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)},
year = {2016},
pages = {1--4},
organization = {IEEE},
doi = {10.1109/nssmic.2016.8069433},
}

  • I. Peis, I. Illán, F. Martínez-Murcia, F. Segovia, J. Górriz, J. Ramírez, E. Lang, and D. Salas-Gonzalez, “Mri brain segmentation using hidden markov random fields with alpha-stable distributions,” in 2016 ieee nuclear science symposium, medical imaging conference and room-temperature semiconductor detector workshop (nss/mic/rtsd), 2016, p. 1–3. doi:10.1109/nssmic.2016.8069422
    [BibTeX] 

    @InProceedings{peis2016mri,
author = {Peis, I and Ill{\'a}n, IA and Mart{\'i}nez-Murcia, FJ and Segovia, F and G{\'o}rriz, JM and Ram{\'i}rez, J and Lang, EW and Salas-Gonzalez, D},
title = {MRI brain segmentation using hidden Markov random fields with alpha-stable distributions},
booktitle = {2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)},
year = {2016},
pages = {1--3},
organization = {IEEE},
doi = {10.1109/nssmic.2016.8069422},
}

  • U. Vidal-Sanz, F. Martínez-Murcia, J. Górriz, J. Ramírez, I. Illán, F. Segovia, and D. Salas-González, “Simulating functional brain images in alzheimer’s disease,” in 2016 ieee nuclear science symposium, medical imaging conference and room-temperature semiconductor detector workshop (nss/mic/rtsd), 2016, p. 1–4. doi:10.1109/nssmic.2016.8069420
    [BibTeX] 

    @InProceedings{vidal2016simulating,
author = {Vidal-Sanz, U and Mart{\'i}nez-Murcia, FJ and G{\'o}rriz, JM and Ram{\'i}rez, J and Ill{\'a}n, IA and Segovia, F and Salas-Gonz{\'a}lez, D},
title = {Simulating functional brain images in Alzheimer's disease},
booktitle = {2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)},
year = {2016},
pages = {1--4},
organization = {IEEE},
doi = {10.1109/nssmic.2016.8069420},
}

  • V. Lafuente, J. Górriz, J. Ramírez, F. Martinez-Murcia, D. Salas-Gonzalez, and F. Segovia, “On the use of match filtering for the p300 detection,” in 2016 international conference on computational science and computational intelligence (csci), 2016, p. 1261–1265. doi:10.1109/csci.2016.0237
    [BibTeX] 

    @InProceedings{lafuente2016use,
author = {Lafuente, V{\'i}ctor and G{\'o}rriz, JM and Ram{\'i}rez, J and Martinez-Murcia, FJ and Salas-Gonzalez, D and Segovia, F},
title = {On the Use of Match Filtering for the P300 Detection},
booktitle = {2016 International Conference on Computational Science and Computational Intelligence (CSCI)},
year = {2016},
pages = {1261--1265},
organization = {IEEE},
doi = {10.1109/csci.2016.0237},
}

2015

  • F. Martínez-Murcia, J. Górriz, J. Ramírez, I. Illán, D. Salas-Gonzalez, and F. Segovia, “Projecting mri brain images for the detection of alzheimer’s disease,” in Innovation in medicine and healthcare 2014, 2015, p. 225. doi:10.3233/978-1-61499-474-9-225
    [BibTeX] 

    @InProceedings{martinez2015projecting,
author = {Mart{\'i}nez-Murcia, FJ and G{\'o}rriz, JM and Ram{\'i}rez, J and Ill{\'a}n, IA and Salas-Gonzalez, D and Segovia, F},
title = {Projecting MRI brain images for the detection of Alzheimer’s Disease},
booktitle = {Innovation in Medicine and Healthcare 2014},
year = {2015},
volume = {207},
pages = {225},
publisher = {IOS Press},
doi = {10.3233/978-1-61499-474-9-225},
journal = {Innovation in Medicine and Healthcare 2014},
}

  • D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, I. A. Illán, P. Padilla, F. J. Martínez-Murcia, and E. W. Lang, “Affine registration of [123i] fp-cit spect brain images,” in Innovation in medicine and healthcare 2014, 2015, p. 65. doi:10.3233/978-1-61499-474-9-65
    [BibTeX] 

    @InProceedings{salas2015affine,
author = {Salas-Gonzalez, Diego and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Ill{\'a}n, Ignacio A and Padilla, Pablo and Mart{\'i}nez-Murcia, Francisco J and Lang, Elmar W},
title = {Affine registration of [123I] FP-CIT SPECT brain images},
booktitle = {Innovation in Medicine and Healthcare 2014},
year = {2015},
volume = {207},
pages = {65},
publisher = {IOS Press},
doi = {10.3233/978-1-61499-474-9-65},
journal = {Innovation in Medicine and Healthcare 2014},
}

  • D. Salas-Gonzalez, J. M. Górriz, J. Ramírez, I. A. Illán, P. Padilla, F. J. Martínez-Murcia, and E. W. Lang, “Building a fp-cit spect brain template using a posterization approach,” Neuroinformatics, vol. 13, iss. 4, p. 391–402, 2015. doi:10.1007/s12021-015-9262-9
    [BibTeX] 

    @Article{salas2015building,
author = {Salas-Gonzalez, Diego and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Ill{\'a}n, Ignacio A and Padilla, Pablo and Mart{\'i}nez-Murcia, Francisco J and Lang, Elmar W},
title = {Building a FP-CIT SPECT brain template using a posterization approach},
journal = {Neuroinformatics},
year = {2015},
volume = {13},
number = {4},
pages = {391--402},
doi = {10.1007/s12021-015-9262-9},
publisher = {Springer US},
}

  • F. J. Martínez-Murcia, A. Ortiz, J. M. Górriz, J. Ramírez, and I. Illán, “A volumetric radial lbp projection of mri brain images for the diagnosis of alzheimer’s disease,” in International work-conference on the interplay between natural and artificial computation, 2015, p. 19–28. doi:10.1007/978-3-319-18914-7_3
    [BibTeX] 

    @InProceedings{martinez2015volumetric,
author = {Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Ortiz, Andr{\'e}s and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Ill{\'a}n, IA},
title = {A volumetric radial LBP projection of MRI brain images for the diagnosis of Alzheimer’s disease},
booktitle = {International Work-Conference on the Interplay Between Natural and Artificial Computation},
year = {2015},
pages = {19--28},
organization = {Springer, Cham},
doi = {10.1007/978-3-319-18914-7_3},
}

2014

  • F. J. Martínez-Murcia, J. M. Górriz, J. Ramírez, I. Illán, A. Ortiz, P. P. M. Initiative, and others, “Automatic detection of parkinsonism using significance measures and component analysis in datscan imaging,” Neurocomputing, vol. 126, p. 58–70, 2014. doi:10.1016/j.neucom.2013.01.054
    [BibTeX] 

    @Article{martinez2014automatic,
author = {Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Ill{\'a}n, IA and Ortiz, Andr{\'e}s and Parkinson's Progression Markers Initiative and others},
title = {Automatic detection of Parkinsonism using significance measures and component analysis in DaTSCAN imaging},
journal = {Neurocomputing},
year = {2014},
volume = {126},
pages = {58--70},
doi = {10.1016/j.neucom.2013.01.054},
publisher = {Elsevier},
}

  • F. Martinez-Murcia, J. 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, iss. 1, 2014. doi:10.1118/1.4845115
    [BibTeX] 

    @Article{martinez2014parametrization,
author = {Martinez-Murcia, FJ and G{\'o}rriz, JM and Ram{\'i}rez, J and Moreno-Caballero, M and G{\'o}mez-R{\'i}o, M},
title = {Parametrization of textural patterns in 123I-ioflupane imaging for the automatic detection of Parkinsonism},
journal = {Medical physics},
year = {2014},
volume = {41},
number = {1},
doi = {10.1118/1.4845115},
publisher = {John Wiley \& Sons, Ltd},
}

  • A. Ortiz, J. M. Górriz, J. Ramírez, F. J. Martinez-Murcia, A. D. N. Initiative, and others, “Automatic roi selection in structural brain mri using som 3d projection,” Plos one, vol. 9, iss. 4, p. e93851, 2014. doi:10.1371/journal.pone.0093851
    [BibTeX] 

    @Article{ortiz2014automatic,
author = {Ortiz, Andr{\'e}s and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Martinez-Murcia, Francisco J and Alzheimer's Disease Neuroimaging Initiative and others},
title = {Automatic ROI selection in structural brain MRI using SOM 3D projection},
journal = {PloS one},
year = {2014},
volume = {9},
number = {4},
pages = {e93851},
doi = {10.1371/journal.pone.0093851},
publisher = {Public Library of Science},
}

  • F. Segovia-Román, I. Álvarez Illán, D. Salas-Gonzalez, F. J. Martínez-Murcia, C. Phillips, C. García Puntonet, J. Ramírez Pérez de Inestrosa, and J. M. Górriz Sáez, “Petra: multivariate analyses for neuroimaging data,” in Proceeding of 2nd international work-conference on bioinformatics and biomedical engineering, 2014.
    [BibTeX] 
    @InProceedings{segovia2014petra,
author = {Segovia-Rom{\'a}n, Ferm{\'i}n and {\'A}lvarez Ill{\'a}n, Ignacio and Salas-Gonzalez, Diego and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Phillips, Christophe and Garc{\'i}a Puntonet, Carlos and Ram{\'i}rez P{\'e}rez de Inestrosa, Javier and G{\'o}rriz S{\'a}ez, Juan Manuel},
title = {PETRA: Multivariate analyses for neuroimaging data},
booktitle = {Proceeding of 2nd International Work-Conference on Bioinformatics and Biomedical Engineering},
year = {2014},
}

  • A. Ortiz, D. Fajardo, J. M. Górriz, J. Ramírez, and F. J. Martínez-Murcia, “Multimodal image data fusion for alzheimer’s disease diagnosis by sparse representation,” in Innovation in medicine and healthcare 2014, M. graña; c. toro; r.j. howlett, 2014, p. 11–18. doi:10.3233/978-1-61499-474-9-11
    [BibTeX] 

    @InCollection{ortiz2014multimodal,
author = {Ortiz, Andr{\'e}s and Fajardo, Daniel and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s},
title = {Multimodal image data fusion for Alzheimer’s disease diagnosis by sparse representation},
booktitle = {Innovation in Medicine and Healthcare 2014},
publisher = {M. Gra{\~n}a; C. Toro; R.J. Howlett},
year = {2014},
pages = {11--18},
doi = {10.3233/978-1-61499-474-9-11},
}

2013

  • A. Rojas, J. M. Górriz, J. Ramírez, I. A. Illán, F. J. Martínez-Murcia, A. Ortiz, M. G. 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, iss. 7, p. 2756–2766, 2013. doi:10.1016/j.eswa.2012.11.017
    [BibTeX] 

    @Article{rojas2013application,
author = {Rojas, Antonio and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Ill{\'a}n, Ignacio A. and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Ortiz, Andr{\'e}s and R{\'i}o, Manuel G{\'o}mez and Moreno-Caballero, Manuel},
title = {Application of empirical mode decomposition (EMD) on DaTSCAN SPECT images to explore Parkinson disease},
journal = {Expert Systems with Applications},
year = {2013},
volume = {40},
number = {7},
pages = {2756--2766},
doi = {10.1016/j.eswa.2012.11.017},
publisher = {Pergamon},
}

  • A. Ortiz, J. M. Górriz, J. Ramírez, F. J. Martínez-Murcia, A. D. N. Initiative, and others, “Lvq-svm based cad tool applied to structural mri for the diagnosis of the alzheimer’s disease,” Pattern recognition letters, vol. 34, iss. 14, p. 1725–1733, 2013. doi:10.1016/j.patrec.2013.04.014
    [BibTeX] 

    @Article{ortiz2013lvq,
author = {Ortiz, Andr{\'e}s and G{\'o}rriz, Juan M and Ram{\'i}rez, Javier and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Alzheimer's Disease Neuroimaging Initiative and others},
title = {LVQ-SVM based CAD tool applied to structural MRI for the diagnosis of the Alzheimer's disease},
journal = {Pattern Recognition Letters},
year = {2013},
volume = {34},
number = {14},
pages = {1725--1733},
doi = {10.1016/j.patrec.2013.04.014},
publisher = {North-Holland},
}

  • F. J. Martínez-Murcia, J. Górriz, J. Ramírez, C. G. Puntonet, I. Illán, A. D. N. Initiative, and others, “Functional activity maps based on significance measures and independent component analysis,” Computer methods and programs in biomedicine, vol. 111, iss. 1, p. 255–268, 2013. doi:10.1016/j.cmpb.2013.03.015
    [BibTeX] 

    @Article{martinez2013functional,
author = {Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and G{\'o}rriz, JM and Ram{\'i}rez, Javier and Puntonet, Carlos Garc{\'i}a and Ill{\'a}n, IA and Alzheimer's Disease Neuroimaging Initiative and others},
title = {Functional activity maps based on significance measures and independent component analysis},
journal = {Computer methods and programs in biomedicine},
year = {2013},
volume = {111},
number = {1},
pages = {255--268},
doi = {10.1016/j.cmpb.2013.03.015},
publisher = {Elsevier},
}

  • A. I. Illán, J. M. Górriz, J. Ramirez, D. Salas-González, F. J. Martínez-Murcia, F. Segovia, and C. G. Puntonet, “Automatic orientation of functional brain images for multiplataform software,” in International work-conference on the interplay between natural and artificial computation, 2013, p. 406–411. doi:10.1007/978-3-642-38637-4_42
    [BibTeX] 

    @InProceedings{illan2013automatic,
author = {Ill{\'a}n, I Alvarez and G{\'o}rriz, Juan Manuel and Ramirez, Javier and Salas-Gonz{\'a}lez, Diego and Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and Segovia, Ferm{\'i}n and Puntonet, Carlos Garc{\'i}a},
title = {Automatic orientation of functional brain images for multiplataform software},
booktitle = {International Work-Conference on the Interplay Between Natural and Artificial Computation},
year = {2013},
pages = {406--411},
organization = {Springer, Berlin, Heidelberg},
doi = {10.1007/978-3-642-38637-4_42},
}

  • F. J. Martínez-Murcia, J. M. Górriz, J. Ramírez, A. I. Illán, and C. G. Puntonet, “Texture features based detection of parkinson’s disease on datscan images,” in International work-conference on the interplay between natural and artificial computation, 2013, p. 266–277. doi:10.1007/978-3-642-38622-0_28
    [BibTeX] 

    @InProceedings{martinez2013texture,
author = {Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and G{\'o}rriz, Juan Manuel and Ram{\'i}rez, Javier and Ill{\'a}n, I Alvarez and Puntonet, Carlos Garc{\'i}a},
title = {Texture features based detection of Parkinson’s disease on DaTSCAN images},
booktitle = {International Work-Conference on the Interplay Between Natural and Artificial Computation},
year = {2013},
pages = {266--277},
organization = {Springer, Berlin, Heidelberg},
doi = {10.1007/978-3-642-38622-0_28},
}

2012

  • F. J. Martínez-Murcia, J. M. Górriz, J. Ramirez, C. G. Puntonet, D. Salas-Gonzalez, and A. D. N. Initiative, “Computer aided diagnosis tool for alzheimer’s disease based on mann–whitney–wilcoxon u-test,” Expert systems with applications, vol. 39, iss. 10, p. 9676–9685, 2012. doi:10.1016/j.eswa.2012.02.153
    [BibTeX] 

    @Article{martinez2012computer,
author = {Mart{\'i}nez-Murcia, Francisco Jes{\'u}s and G{\'o}rriz, Juan Manuel and Ramirez, Javier and Puntonet, Carlos Garcia and Salas-Gonzalez, Diego and Alzheimer's Disease Neuroimaging Initiative},
title = {Computer aided diagnosis tool for Alzheimer's disease based on Mann--Whitney--Wilcoxon U-test},
journal = {Expert Systems with Applications},
year = {2012},
volume = {39},
number = {10},
pages = {9676--9685},
doi = {10.1016/j.eswa.2012.02.153},
publisher = {Pergamon},
}

  • D. Salas-Gonzalez, J. Górriz, J. Ramirez, F. Martínez, R. Chaves, F. Segovia, and I. Illán, “Intensity normalization of fp-cit spect in patients with parkinsonism using the $\alpha$-stable distribution,” in 2012 ieee nuclear science symposium and medical imaging conference record (nss/mic), 2012, p. 3944–3946. doi:10.1109/NSSMIC.2012.6551904
    [BibTeX] 

    @InProceedings{salas2012intensity,
author = {Salas-Gonzalez, D and G{\'o}rriz, JM and Ramirez, J and Mart{\'i}nez, FJ and Chaves, R and Segovia, F and Ill{\'a}n, IA},
title = {Intensity normalization of FP-cit spect in patients with parkinsonism using the $\alpha$-stable distribution},
booktitle = {2012 IEEE Nuclear Science Symposium and Medical Imaging Conference Record (NSS/MIC)},
year = {2012},
pages = {3944--3946},
organization = {IEEE},
doi = {10.1109/NSSMIC.2012.6551904},
}

2011

  • F. Martínez, D. Salas-González, J. Górriz, J. Ramírez, C. Puntonet, and M. Gómez-Río, “Analysis of spect brain images using wilcoxon and relative entropy criteria and quadratic multivariate classifiers for the diagnosis of alzheimer’s disease,” in Iwinac 2011: new challenges on bioinspired applications, 2011, p. 41–48. doi:10.1007/978-3-642-21326-7_5
    [BibTeX] 

    @InProceedings{martinez2011analysis,
author = {Mart{\'i}nez, F and Salas-Gonz{\'a}lez, D and G{\'o}rriz, J and Ram{\'i}rez, J and Puntonet, C and G{\'o}mez-R{\'i}o, M},
title = {Analysis of Spect Brain Images Using Wilcoxon and Relative Entropy Criteria and Quadratic Multivariate Classifiers for the Diagnosis of Alzheimer's Disease},
booktitle = {IWINAC 2011: New Challenges on Bioinspired Applications},
year = {2011},
pages = {41--48},
publisher = {Springer},
doi = {10.1007/978-3-642-21326-7_5},
journal = {New Challenges on Bioinspired Applications},
}