The use of LS-SVM in the classification of brain tumors based on Magnetic Resonance Spectroscopy signals. - Lukas Lukas; Andy Devos; Johan A. K. Suykens; Leentje Vanhamme; Sabine Van Huffel; Anne Rosemary Tate; Carles Majós; Carles Arús (ESANN, 2002)

Classifier Combination for In Vivo Magnetic Resonance Spectra of Brain Tumours. - Julià Minguillón; Anne Rosemary Tate; Carles Arús; John R. Griffiths (Multiple Classifier Systems, 2002)

Brain tumor classification based on long echo proton MRS signals. - Lukas Lukas; Andy Devos; Johan A. K. Suykens; Leentje Vanhamme; Franklyn A. Howe; Carles Majós; Àngel Moreno-Torres; M. Van Der Graaf; Anne Rosemary Tate; Carles Arús; Sabine Van Huffel (Artif. Intell. Medicine, 2004)

On the Design of a Web-Based Decision Support System for Brain Tumour Diagnosis Using Distributed Agents. - Carles Arús; Bernardo Celda; Srinandan Dasmahapatra; David Dupplaw; Horacio González-Vélez; Sabine Van Huffel; Paul H. Lewis; Magí Lluch i Ariet; Mariola Mier; Andrew Peet; Montserrat Robles (IAT Workshops, 2006)

Genomics and Metabolomics Research for Brain Tumour Diagnosis Based on Machine Learning. - Juan Miguel García-Gómez; Salvador Tortajada; Javier Vicente; Carlos Sáez; Xavier Castells; Jan Luts; Margarida Julià-Sapé; Alfons Juan-Císcar; Sabine Van Huffel; Anna Barceló; Joaquín Ariño; Carles Arús; et al. (IWANN, 2007)

Bagging Linear Sparse Bayesian Learning Models for Variable Selection in Cancer Diagnosis. - Chuan Lu; Andy Devos; Johan A. K. Suykens; Carles Arús; Sabine Van Huffel (IEEE Trans. Inf. Technol. Biomed., 2007)

Classification, Dimensionality Reduction, and Maximally Discriminatory Visualization of a Multicentre 1H-MRS Database of Brain Tumors. - Paulo J. G. Lisboa; Enrique Romero; Alfredo Vellido; Margarida Julià-Sapé; Carles Arús (ICMLA, 2008)

Rule-Based Assistance to Brain Tumour Diagnosis Using LR-FIR. - Àngela Nebot; Félix Castro; Alfredo Vellido; Margarida Julià-Sapé; Carles Arús (KES (2), 2008)

Exploratory Characterization of Outliers in a Multi-centre 1H-MRS Brain Tumour Dataset. - Alfredo Vellido; Margarida Julià-Sapé; Enrique Romero; Carles Arús (KES (2), 2008)

HealthAgents: distributed multi-agent brain tumor diagnosis and prognosis. - Horacio González-Vélez; Mariola Mier; Margarida Julià-Sapé; Theodoros N. Arvanitis; Juan Miguel García-Gómez; Montserrat Robles; Paul H. Lewis; Srinandan Dasmahapatra; David Dupplaw; Andrew Peet; Carles Arús; Bernardo Celda; et al. (Appl. Intell., 2009)

Outlier exploration and diagnostic classification of a multi-centre 1H-MRS brain tumour database. - Alfredo Vellido; Enrique Romero; Félix Fernando González-Navarro; Lluís A. Belanche Muñoz; Margarida Julià-Sapé; Carles Arús (Neurocomputing, 2009)

Spectral Prototype Extraction for dimensionality reduction in brain tumour diagnosis. - Sandra Ortega-Martorell; Iván Olier; Alfredo Vellido; Margarida Julià-Sapé; Carles Arús (ESANN, 2010)

SpectraClassifier 1.0: a user friendly, automated MRS-based classifier-development system. - Sandra Ortega-Martorell; Iván Olier; Margarida Julià-Sapé; Carles Arús (BMC Bioinform., 2010)

The INTERPRET Decision-Support System version 3.0 for evaluation of Magnetic Resonance Spectroscopy data from human brain tumours and other abnormal brain masses. - Alexander Pérez-Ruiz; Margarida Julià-Sapé; Guillem Mercadal; Iván Olier; Carles Majós; Carles Arús (BMC Bioinform., 2010)

Feature and model selection with discriminatory visualization for diagnostic classification of brain tumors. - Félix Fernando González-Navarro; Lluís A. Belanche Muñoz; Enrique Romero; Alfredo Vellido; Margarida Julià-Sapé; Carles Arús (Neurocomputing, 2010)

Brain Tumor Pathological Area Delimitation through Non-negative Matrix Factorization. - Sandra Ortega-Martorell; Paulo J. G. Lisboa; Alfredo Vellido; Rui V. Simões; Margarida Julià-Sapé; Carles Arús (ICDM Workshops, 2011)

Spectral decomposition methods for the analysis of MRS information from human brain tumors. - Sandra Ortega-Martorell; Alfredo Vellido; Paulo J. G. Lisboa; Margarida Julià-Sapé; Carles Arús (IJCNN, 2011)

Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. - Salvador Tortajada; Elies Fuster-García; Javier Vicente; Pieter Wesseling; Franklyn A. Howe; Margarida Julià-Sapé; Ana-Paula Candiota; Daniel Monleón; Àngel Moreno-Torres; Jesús Pujol; John R. Griffiths; Alan Wright; et al. (J. Biomed. Informatics, 2011)

Strategies for annotation and curation of translational databases: the eTUMOUR project. - Margarida Julià-Sapé; Miguel Lurgi; Mariola Mier; Francesc Estanyol; Xavier Rafael Palou; Ana-Paula Candiota; Anna Barceló; Alina García; M. Carmen Martínez-Bisbal; Rubén Ferrer-Luna; Àngel Moreno-Torres; Bernardo Celda; et al. (Database J. Biol. Databases Curation, 2012)

Non-negative matrix factorisation methods for the spectral decomposition of MRS data from human brain tumours. - Sandra Ortega-Martorell; Paulo J. G. Lisboa; Alfredo Vellido; Margarida Julià-Sapé; Carles Arús (BMC Bioinform., 2012)

DCE@urLAB: a dynamic contrast-enhanced MRI pharmacokinetic analysis tool for preclinical data. - Juan E. Ortuño 001; María J. Ledesma-Carbayo; Rui V. Simões; Ana-Paula Candiota; Carles Arús; Andrés Santos (BMC Bioinform., 2013)

Semi-supervised source extraction methodology for the nosological imaging of glioblastoma response to therapy. - Sandra Ortega-Martorell; Iván Olier; Teresa Delgado-Goni; Magdalena Ciezka; Margarida Julià-Sapé; Paulo J. G. Lisboa; Carles Arús (CIDM, 2014)

Automatic relevance source determination in human brain tumors using Bayesian NMF. - Sandra Ortega-Martorell; Iván Olier; Margarida Julià-Sapé; Carles Arús; Paulo J. G. Lisboa (CIDM, 2014)

From raw data to data-analysis for magnetic resonance spectroscopy - the missing link: jMRUI2XML. - Victor Mocioiu; Sandra Ortega-Martorell; Iván Olier; Michal Jablonski; Jana Starcuková; Paulo Lisboa; Carles Arús; Margarida Julià-Sapé (BMC Bioinform., 2015)

A machine learning pipeline for supporting differentiation of glioblastomas from single brain metastases. - Victor Mocioiu; Nuno Miguel Pedrosa de Barros; Sandra Ortega-Martorell; Johannes Slotboom; Urspeter Knecht; Carles Arús; Alfredo Vellido; Margarida Julià-Sapé (ESANN, 2016)

Automated Quality Control for Proton Magnetic Resonance Spectroscopy Data Using Convex Non-negative Matrix Factorization. - Victor Mocioiu; Sreenath P. Kyathanahally; Carles Arús; Alfredo Vellido; Margarida Julià-Sapé (IWBBIO, 2016)

Interpreting response to TMZ therapy in murine GL261 glioblastoma by combining Radiomics, Convex-NMF and feature selection in MRI/MRSI data analysis. - Luis Miguel Núñez; Margarida Julià-Sapé; Enrique Romero; Carles Arús; Alfredo Vellido; Ana-Paula Candiota (IJCNN, 2020)