Quality of clinical brain tumor MR spectra judged by humans and machine learning tools
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Margarida Julià-Sapé | Carles Arús | Victor Mocioiu | Johannes Slotboom | Alan J Wright | Roland Kreis | Sreenath P Kyathanahally | Nuno Pedrosa de Barros | R. Kreis | J. Slotboom | M. Julià-Sapé | C. Arús | V. Mocioiu | A. Wright | S. Kyathanahally | N. Pedrosa de Barros
[1] Margarida Julià-Sapé,et al. SpectraClassifier 1.0: a user friendly, automated MRS-based classifier-development system , 2010, BMC Bioinformatics.
[2] Sabine Van Huffel,et al. Multiproject–multicenter evaluation of automatic brain tumor classification by magnetic resonance spectroscopy , 2008, Magnetic Resonance Materials in Physics, Biology and Medicine.
[3] Joshua Underwood,et al. Classification of brain tumours from MR spectra: the INTERPRET collaboration and its outcomes , 2015, NMR in biomedicine.
[4] Isabelle Guyon,et al. An Introduction to Variable and Feature Selection , 2003, J. Mach. Learn. Res..
[5] Margarida Julià-Sapé,et al. MRS quality assessment in a multicentre study on MRS‐based classification of brain tumours , 2008, NMR in biomedicine.
[6] A. W. Simonetti,et al. Development of a decision support system for diagnosis and grading of brain tumours using in vivo magnetic resonance single voxel spectra , 2006, NMR in biomedicine.
[7] R. Kreis. Issues of spectral quality in clinical 1H‐magnetic resonance spectroscopy and a gallery of artifacts , 2004, NMR in biomedicine.
[8] U. Klose,et al. Error images for spectroscopic imaging by LCModel using Cramer–Rao bounds , 2006, Magnetic Resonance Materials in Physics, Biology and Medicine.
[9] Ian H. Witten,et al. The WEKA data mining software: an update , 2009, SKDD.
[10] Chih-Jen Lin,et al. LIBSVM: A library for support vector machines , 2011, TIST.
[11] Jens Frahm,et al. Clinical proton MR spectroscopy in central nervous system disorders. , 2013, Radiology.
[12] Margarida Julià-Sapé,et al. The INTERPRET Decision-Support System version 3.0 for evaluation of Magnetic Resonance Spectroscopy data from human brain tumours and other abnormal brain masses , 2010, BMC Bioinformatics.
[13] B J Soher,et al. Confidence images for MR spectroscopic imaging , 2000, Magnetic resonance in medicine.
[14] Richard McKinley,et al. Automatic quality control in clinical 1H MRSI of brain cancer , 2016, NMR in biomedicine.
[15] Ryan M. Rifkin,et al. In Defense of One-Vs-All Classification , 2004, J. Mach. Learn. Res..
[16] Aapo Hyvärinen,et al. Fast and robust fixed-point algorithms for independent component analysis , 1999, IEEE Trans. Neural Networks.
[17] Joseph Granot,et al. Selected Volume Excitation Using Stimulated Echoes (VEST). Applications to spatially localized spectroscopy and imaging , 1986 .
[18] Marc-André Weber,et al. Mimicking the human expert: Pattern recognition for an automated assessment of data quality in MR spectroscopic images , 2008, Magnetic resonance in medicine.
[19] Leo Breiman,et al. Random Forests , 2001, Machine Learning.
[20] Carles Arús,et al. Automated quality control protocol for MR spectra of brain tumors , 2008, Magnetic resonance in medicine.
[21] KLAUS-DIETMARMERFSOLDT Jensfrahm. Localized Proton Spectroscopy Using Stimulated Echoes , 2004 .
[22] Johannes Slotboom,et al. Quality management in in vivo proton MRS. , 2017, Analytical biochemistry.
[23] Johan A. K. Suykens,et al. Bayesian Framework for Least-Squares Support Vector Machine Classifiers, Gaussian Processes, and Kernel Fisher Discriminant Analysis , 2002, Neural Computation.
[24] Margarida Julià-Sapé,et al. Automated Quality Control for Proton Magnetic Resonance Spectroscopy Data Using Convex Non-negative Matrix Factorization , 2016, IWBBIO.
[25] Taghi M. Khoshgoftaar,et al. RUSBoost: A Hybrid Approach to Alleviating Class Imbalance , 2010, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.
[26] P. Lundberg,et al. Procedure for quantitative 1H magnetic resonance spectroscopy and tissue characterization of human brain tissue based on the use of quantitative magnetic resonance imaging , 2013, Magnetic resonance in medicine.
[27] D van Ormondt,et al. Cramér–Rao bounds: an evaluation tool for quantitation , 2001, NMR in biomedicine.
[28] Roland Kreis,et al. The trouble with quality filtering based on relative Cramér‐Rao lower bounds , 2016, Magnetic resonance in medicine.
[29] M. Julià-Sapé,et al. A Multi-Centre, Web-Accessible and Quality Control-Checked Database of in vivo MR Spectra of Brain Tumour Patients , 2006, Magnetic Resonance Materials in Physics, Biology and Medicine.
[30] P. Bottomley. Spatial Localization in NMR Spectroscopy in Vivo , 1987, Annals of the New York Academy of Sciences.
[31] Dimitris Kanellopoulos,et al. Handling imbalanced datasets: A review , 2006 .
[32] Margarida Julià-Sapé,et al. Strategies for annotation and curation of translational databases: the eTUMOUR project , 2012, Database J. Biol. Databases Curation.