{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T08:56:23Z","timestamp":1772009783470,"version":"3.50.1"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319317434","type":"print"},{"value":"9783319317441","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-31744-1_62","type":"book-chapter","created":{"date-parts":[[2016,3,24]],"date-time":"2016-03-24T06:24:58Z","timestamp":1458800698000},"page":"719-727","source":"Crossref","is-referenced-by-count":4,"title":["Automated Quality Control for Proton Magnetic Resonance Spectroscopy Data Using Convex Non-negative Matrix Factorization"],"prefix":"10.1007","author":[{"given":"Victor","family":"Mocioiu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sreenath P.","family":"Kyathanahally","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carles","family":"Ar\u00fas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alfredo","family":"Vellido","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Margarida","family":"Juli\u00e0-Sap\u00e9","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,3,25]]},"reference":[{"key":"62_CR1","doi-asserted-by":"publisher","first-page":"661","DOI":"10.1002\/nbm.1782","volume":"25","author":"M Julia-Sape","year":"2012","unstructured":"Julia-Sape, M., Coronel, I., Majos, C., Candiota, A.P., Serrallonga, M., Cos, M., Aguilera, C., Acebes, J.J., Griffiths, J.R., Arus, C.: Prospective diagnostic performance evaluation of single-voxel 1H MRS for typing and grading of brain tumours. NMR Biomed. 25, 661\u2013673 (2012)","journal-title":"NMR Biomed."},{"key":"62_CR2","volume-title":"Magnetic resonance spectroscopy: Tools for neuroscience research and emerging clinical applications","author":"C Stagg","year":"2013","unstructured":"Stagg, C., Rothman, D.L.: Magnetic resonance spectroscopy: Tools for neuroscience research and emerging clinical applications. Academic Press, New York (2013)"},{"key":"62_CR3","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1007\/s10334-005-0023-x","volume":"19","author":"M Julia-Sape","year":"2006","unstructured":"Julia-Sape, M., Acosta, D., Mier, M., Arus, C., Watson, D., Consortium, I.: A multi-centre, web-accessible and quality control-checked database of in vivo MR spectra of brain tumour patients. Magma 19, 192\u2013233 (2006)","journal-title":"Magma"},{"key":"62_CR4","doi-asserted-by":"publisher","first-page":"581","DOI":"10.1186\/1471-2105-11-581","volume":"11","author":"A P\u00e9rez-Ruiz","year":"2010","unstructured":"P\u00e9rez-Ruiz, A., Juli\u00e0-Sap\u00e9, M., Mercadal, G., Olier, I., Maj\u00f3s, C., Ar\u00fas, C.: The INTERPRET Decision-Support System version 3.0 for evaluation of Magnetic Resonance Spectroscopy data from human brain tumours and other abnormal brain masses. BMC Bioinform. 11, 581 (2010)","journal-title":"BMC Bioinform."},{"key":"62_CR5","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1186\/1471-2105-11-106","volume":"11","author":"S Ortega-Martorell","year":"2010","unstructured":"Ortega-Martorell, S., Olier, I., Julia-Sape, M., Arus, C.: SpectraClassifier 1.0: A user friendly, automated MRS-based classifier-development system. BMC Bioinform. 11, 106 (2010)","journal-title":"BMC Bioinform."},{"key":"62_CR6","doi-asserted-by":"publisher","first-page":"658","DOI":"10.1148\/radiol.13130531","volume":"270","author":"G Oz","year":"2014","unstructured":"Oz, G., Alger, J.R., Barker, P.B., Bartha, R., Bizzi, A., Boesch, C., Bolan, P.J., Brindle, K.M., Cudalbu, C., Dincer, A., Dydak, U., Emir, U.E., Frahm, J., Gonzalez, R.G., Gruber, S., Gruetter, R., Gupta, R.K., Heerschap, A., Henning, A., Hetherington, H.P., Howe, F.A., Huppi, P.S., Hurd, R.E., Kantarci, K., Klomp, D.W., Kreis, R., Kruiskamp, M.J., Leach, M.O., Lin, A.P., Luijten, P.R., Marjanska, M., Maudsley, A.A., Meyerhoff, D.J., Mountford, C.E., Nelson, S.J., Pamir, M.N., Pan, J.W., Peet, A.C., Poptani, H., Posse, S., Pouwels, P.J., Ratai, E.M., Ross, B.D., Scheenen, T.W., Schuster, C., Smith, I.C., Soher, B.J., Tkac, I., Vigneron, D.B., Kauppinen, R.A.: Group, M.R.S.C.: Clinical proton MR spectroscopy in central nervous system disorders. Radiology 270, 658\u2013679 (2014)","journal-title":"Radiology"},{"key":"62_CR7","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1002\/nbm.891","volume":"17","author":"R Kreis","year":"2004","unstructured":"Kreis, R.: Issues of spectral quality in clinical 1H-magnetic resonance spectroscopy and a gallery of artifacts. NMR Biomed. 17, 361\u2013381 (2004)","journal-title":"NMR Biomed."},{"key":"62_CR8","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1002\/nbm.1172","volume":"21","author":"M Graaf van der","year":"2008","unstructured":"van der Graaf, M., Julia-Sape, M., Howe, F.A., Ziegler, A., Majos, C., Moreno-Torres, A., Rijpkema, M., Acosta, D., Opstad, K.S., van der Meulen, Y.M., Arus, C., Heerschap, A.: MRS quality assessment in a multicentre study on MRS-based classification of brain tumours. NMR Biomed. 21, 148\u2013158 (2008)","journal-title":"NMR Biomed."},{"key":"62_CR9","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1007\/s10334-008-0146-y","volume":"22","author":"JM Garc\u00eda-G\u00f3mez","year":"2009","unstructured":"Garc\u00eda-G\u00f3mez, J.M., Luts, J., Juli\u00e0-Sap\u00e9, M., Krooshof, P., Tortajada, S., Robledo, J.V., Melssen, W., Fuster-Garc\u00eda, E., Olier, I., Postma, G.: Multiproject\u2013multicenter evaluation of automatic brain tumor classification by magnetic resonance spectroscopy. Magn. Reson. Mater. Phys., Biol. Med. 22, 5\u201318 (2009)","journal-title":"Magn. Reson. Mater. Phys., Biol. Med."},{"key":"62_CR10","doi-asserted-by":"crossref","unstructured":"Julia-Sape, M., Lurgi, M., Mier, M., Estanyol, F., Rafael, X., Candiota, A.P., Barcelo, A., Garcia, A., Martinez-Bisbal, M.C., Ferrer-Luna, R., Moreno-Torres, A., Celda, B., Arus, C.: Strategies for annotation and curation of translational databases: The eTUMOUR project. Database: The journal of biological databases and curation 2012, bas035 (2012)","DOI":"10.1093\/database\/bas035"},{"key":"62_CR11","doi-asserted-by":"publisher","first-page":"411","DOI":"10.1002\/nbm.1016","volume":"19","author":"AR Tate","year":"2006","unstructured":"Tate, A.R., Underwood, J., Acosta, D.M., Julia-Sape, M., Majos, C., Moreno-Torres, A., Howe, F.A., van der Graaf, M., Lefournier, V., Murphy, M.M., Loosemore, A., Ladroue, C., Wesseling, P., Bosson, J.L., Cabanas, M.E., Simonetti, A.W., Gajewicz, W., Calvar, J., Capdevila, A., Wilkins, P.R., Bell, B.A., Remy, C., Heerschap, A., Watson, D., Griffiths, J.R., Arus, C.: Development of a decision support system for diagnosis and grading of brain tumours using in vivo magnetic resonance single voxel spectra. NMR Biomed. 19, 411\u2013434 (2006)","journal-title":"NMR Biomed."},{"key":"62_CR12","doi-asserted-by":"publisher","first-page":"1772","DOI":"10.1002\/nbm.3439","volume":"28","author":"M Juli\u00e0-Sap\u00e9","year":"2015","unstructured":"Juli\u00e0-Sap\u00e9, M., Griffiths, J.R., Tate, R.A., Howe, F.A., Acosta, D., Postma, G., Underwood, J., Maj\u00f3s, C., Ar\u00fas, C.: Classification of brain tumours from MR spectra: The INTERPRET collaboration and its outcomes. NMR Biomed. 28, 1772\u20131787 (2015)","journal-title":"NMR Biomed."},{"key":"62_CR13","doi-asserted-by":"publisher","first-page":"1274","DOI":"10.1002\/mrm.21533","volume":"59","author":"AJ Wright","year":"2008","unstructured":"Wright, A.J., Arus, C., Wijnen, J.P., Moreno-Torres, A., Griffiths, J.R., Celda, B., Howe, F.A.: Automated quality control protocol for MR spectra of brain tumors. Magn. Reson. Med.: Official J. Soc. Magn. Reson. Medi.\/Soc. Magn. Reson. Med. 59, 1274\u20131281 (2008)","journal-title":"Magn. Reson. Med.: Official J. Soc. Magn. Reson. Medi.\/Soc. Magn. Reson. Med."},{"key":"62_CR14","doi-asserted-by":"publisher","first-page":"1115","DOI":"10.1162\/089976602753633411","volume":"14","author":"T Gestel Van","year":"2002","unstructured":"Van Gestel, T., Suykens, J.A., Lanckriet, G., Lambrechts, A., De Moor, B., Vandewalle, J.: Bayesian framework for least-squares support vector machine classifiers, gaussian processes, and kernel Fisher discriminant analysis. Neural Comput. 14, 1115\u20131147 (2002)","journal-title":"Neural Comput."},{"key":"62_CR15","doi-asserted-by":"publisher","first-page":"626","DOI":"10.1109\/72.761722","volume":"10","author":"A Hyvarinen","year":"1999","unstructured":"Hyvarinen, A.: Fast and robust fixed-point algorithms for independent component analysis. IEEE Trans. Neural Networks\/ a Publ. IEEE Neural Netw. Coun. 10, 626\u2013634 (1999)","journal-title":"IEEE Trans. Neural Networks\/ a Publ. IEEE Neural Netw. Coun."},{"key":"62_CR16","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1109\/TPAMI.2008.277","volume":"32","author":"C Ding","year":"2010","unstructured":"Ding, C., Li, T., Jordan, M.I.: Convex and semi-nonnegative matrix factorizations. IEEE Trans. Pattern Anal. Mach. Intell. 32, 45\u201355 (2010)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"62_CR17","doi-asserted-by":"publisher","first-page":"1599","DOI":"10.1002\/nbm.3413","volume":"28","author":"N Sauwen","year":"2015","unstructured":"Sauwen, N., Sima, D.M., Van Cauter, S., Veraart, J., Leemans, A., Maes, F., Himmelreich, U., Van Huffel, S.: Hierarchical non-negative matrix factorization to characterize brain tumor heterogeneity using multi-parametric MRI. NMR Biomed. 28, 1599\u20131624 (2015)","journal-title":"NMR Biomed."},{"key":"62_CR18","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1186\/1471-2105-13-38","volume":"13","author":"S Ortega-Martorell","year":"2012","unstructured":"Ortega-Martorell, S., Lisboa, P.J., Vellido, A., Julia-Sape, M., Arus, C.: Non-negative matrix factorisation methods for the spectral decomposition of MRS data from human brain tumours. BMC Bioinform. 13, 38 (2012)","journal-title":"BMC Bioinform."},{"key":"62_CR19","unstructured":"Arthur, D., Vassilvitskii, S.: k-means\u00a0++: The advantages of careful seeding. In: Proceedings of the Eighteenth annual ACM-SIAM Symposium on Discrete Algorithms, pp. 1027\u20131035. Society for Industrial and Applied Mathematics (Year)"},{"key":"62_CR20","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1002\/(SICI)1099-1492(199806\/08)11:4\/5<177::AID-NBM534>3.0.CO;2-U","volume":"11","author":"AR Tate","year":"1998","unstructured":"Tate, A.R., Griffiths, J.R., Martinez-Perez, I., Moreno, A., Barba, I., Cabanas, M.E., Watson, D., Alonso, J., Bartumeus, F., Isamat, F., Ferrer, I., Vila, F., Ferrer, E., Capdevila, A., Arus, C.: Towards a method for automated classification of 1H MRS spectra from brain tumours. NMR Biomed. 11, 177\u2013191 (1998)","journal-title":"NMR Biomed."}],"container-title":["Lecture Notes in Computer Science","Bioinformatics and Biomedical Engineering"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-31744-1_62","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T18:44:56Z","timestamp":1559414696000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-31744-1_62"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319317434","9783319317441"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-31744-1_62","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]}}}