{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T21:45:31Z","timestamp":1780609531975,"version":"3.54.1"},"reference-count":74,"publisher":"Springer Science and Business Media LLC","issue":"1","content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["BMC Bioinformatics"],"published-print":{"date-parts":[[2014,12]]},"DOI":"10.1186\/1471-2105-15-239","type":"journal-article","created":{"date-parts":[[2014,7,12]],"date-time":"2014-07-12T07:01:08Z","timestamp":1405148468000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":116,"title":["Structure-revealing data fusion"],"prefix":"10.1186","volume":"15","author":[{"given":"Evrim","family":"Acar","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Evangelos E","family":"Papalexakis","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"G\u00f6zde","family":"G\u00fcrdeniz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Morten A","family":"Rasmussen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anders J","family":"Lawaetz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mathias","family":"Nilsson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rasmus","family":"Bro","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2014,7,12]]},"reference":[{"key":"6517_CR1","doi-asserted-by":"publisher","first-page":"3351","DOI":"10.1073\/pnas.0530258100","volume":"100","author":"O Alter","year":"2003","unstructured":"Alter O, Brown PO, Botstein D: Generalized singular value decomposition for comparative analysis of genome-scale expression data sets of two different organisms. PNAS. 2003, 100: 3351-3356.","journal-title":"PNAS"},{"issue":"12","key":"6517_CR2","doi-asserted-by":"publisher","first-page":"e28072","DOI":"10.1371\/journal.pone.0028072","volume":"6","author":"SP Ponnapalli","year":"2011","unstructured":"Ponnapalli SP, Saunders MA, Loan CFV, Alter O: A higher-order generalized singular value decomposition for comparison of global mRNA expression from multiple organisms. PLoS One. 2011, 6 (12): e28072-","journal-title":"PLoS One"},{"issue":"3","key":"6517_CR3","doi-asserted-by":"publisher","first-page":"e32227","DOI":"10.1371\/journal.pone.0032227","volume":"7","author":"E Acar","year":"2012","unstructured":"Acar E, Plopper GE, Yener B: Coupled analysis of in vitro and histology tissue samples to quantify structure-function relationship. PLoS One. 2012, 7 (3): e32227-","journal-title":"PLoS One"},{"key":"6517_CR4","first-page":"279","volume-title":"Pacific Symposium on Biocomputing, Volume","author":"L Badea","year":"2008","unstructured":"Badea L: Extracting gene expression profiles common to colon and pancreatic adenocarcinoma using simultaneous nonnegative matrix factorization. Pacific Symposium on Biocomputing, Volume. 2008, 279-290."},{"issue":"3","key":"6517_CR5","doi-asserted-by":"publisher","first-page":"22","DOI":"10.4018\/jkdb.2012070102","volume":"3","author":"E Acar","year":"2012","unstructured":"Acar E, Gurdeniz G, Rasmussen MA, Rago D, Dragsted LO, Bro R: Coupled matrix factorization with sparse factors to identify potential biomarkers in metabolomics. Int J Knowl Discov Bioinformatics. 2012, 3 (3): 22-43.","journal-title":"Int J Knowl Discov Bioinformatics"},{"key":"6517_CR6","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1016\/j.chemolab.2010.07.006","volume":"104","author":"SE Richards","year":"2010","unstructured":"Richards SE, Dumas ME, Fonville JM, Ebbels TM, Holmes E, Nicholson JK: Intra- and inter-omic fusion of metabolic profiling data in a systems biology framework. Chemometrics Int Lab Syst. 2010, 104: 121-131.","journal-title":"Chemometrics Int Lab Syst"},{"key":"6517_CR7","doi-asserted-by":"publisher","first-page":"e73076","DOI":"10.1371\/journal.pone.0057629","volume":"8","author":"R Krishnamurthy","year":"2013","unstructured":"Krishnamurthy R, Saleem F, Liu P, Dame ZT, Poelzer J, Huynh J, Yallou FS, Psychogios N, Dong E, Bogumil R, Roehring C, Wishart DS: The human urine metabolome. PLoS One. 2013, 8: e73076-","journal-title":"PLoS One"},{"key":"6517_CR8","doi-asserted-by":"publisher","first-page":"650","DOI":"10.1145\/1401890.1401969","volume-title":"KDD\u201908: Proceeding of the 14th ACM SIGKDD international conference on Knowledge Discovery and Data Mining","author":"AP Singh","year":"2008","unstructured":"Singh AP, Gordon GJ: Relational learning via collective matrix factorization. KDD\u201908: Proceeding of the 14th ACM SIGKDD international conference on Knowledge Discovery and Data Mining. 2008, 650-658."},{"key":"6517_CR9","doi-asserted-by":"crossref","first-page":"931","DOI":"10.1145\/1458082.1458205","volume-title":"CIKM\u201908: Proceedings of the 17th ACM Conference on Information and Knowledge Management","author":"H Ma","year":"2008","unstructured":"Ma H, Yang H, Lyu MR, King I: SoRec: Social recommendation using probabilistic matrix factorization. CIKM\u201908: Proceedings of the 17th ACM Conference on Information and Knowledge Management. 2008, 931-940."},{"key":"6517_CR10","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1145\/2396761.2396771","volume-title":"CIKM\u201912: Proceedings of the 21st ACM Conference on Information and Knowledge Management","author":"M Jiang","year":"2012","unstructured":"Jiang M, Cui P, Liu R, Yang Q, Wang F, Zhu W, Yang S: Social contextual recommendation. CIKM\u201912: Proceedings of the 21st ACM Conference on Information and Knowledge Management. 2012, 45-54."},{"key":"6517_CR11","doi-asserted-by":"publisher","first-page":"1545","DOI":"10.1109\/TSP.2002.1011195","volume":"50","author":"A Yeredor","year":"2002","unstructured":"Yeredor A: Non-orthogonal joint diagonalization in the least-squares sense with application in blind source separation. IEEE Trans Signal Process. 2002, 50: 1545-1553.","journal-title":"IEEE Trans Signal Process"},{"key":"6517_CR12","first-page":"1942","volume-title":"ICASSP\u201910: Proceedings of IEEE International Conference on Acoustics, Speech and Signal","author":"J Yoo","year":"2010","unstructured":"Yoo J, Kim M, Kang K, Choi S: Nonnegative matrix partial co-factorization for drum source separation. ICASSP\u201910: Proceedings of IEEE International Conference on Acoustics, Speech and Signal. 2010, 1942-1945."},{"key":"6517_CR13","doi-asserted-by":"publisher","first-page":"e30098","DOI":"10.1371\/journal.pone.0030098","volume":"7","author":"CH Lee","year":"2012","unstructured":"Lee CH, Alpert BO, Sankaranarayanan P, Alter O: GSVD Comparison of patient-matched normal and tumor aCGH profiles reveals global copy-number alterations predicting glioblastoma multiforme survival. PLoS One. 2012, 7: e30098-","journal-title":"PLoS One"},{"key":"6517_CR14","volume-title":"KDD Workshop on Mining and Learning with Graphs (arXiv:1105.3422)","author":"E Acar","year":"2011","unstructured":"Acar E, Kolda TG, Dunlavy DM: All-at-once Optimization For Coupled Matrix and Tensor Factorizations. KDD Workshop on Mining and Learning with Graphs (arXiv:1105.3422). 2011,"},{"key":"6517_CR15","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1137\/1.9781611972771.14","volume-title":"SDM\u201907: Proceedings of the 2007 SIAM International Conference on Data Mining","author":"A Banerjee","year":"2007","unstructured":"Banerjee A, Basu S, Merugu S: Multi-way clustering on relation graphs. SDM\u201907: Proceedings of the 2007 SIAM International Conference on Data Mining. 2007, 145-156."},{"key":"6517_CR16","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1002\/1099-128X(200005\/06)14:3<301::AID-CEM594>3.0.CO;2-H","volume":"14","author":"A Smilde","year":"2000","unstructured":"Smilde A, Westerhuis JA, Boque R: Multiway multiblock component and covariates regression models. J Chemometrics. 2000, 14: 301-331.","journal-title":"J Chemometrics"},{"key":"6517_CR17","first-page":"2151","volume-title":"Advances in Neural Information Processing Systems 24","author":"YK Yilmaz","year":"2011","unstructured":"Yilmaz YK, Cemgil AT, Simsekli U: Generalised coupled tensor factorisation. Advances in Neural Information Processing Systems 24. Edited by: and Pereira, Shawe-taylor J, Zemel RS, Bartlett P, Weinberger KQ. 2011, 2151-2159. [ http:\/\/books.nips.cc\/papers\/files\/nips24\/NIPS2011_1189.pdf ],"},{"key":"6517_CR18","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1016\/S0079-6565(99)00003-5","volume":"34","author":"CS Johnson","year":"1999","unstructured":"Johnson CS: Diffusion ordered nuclear magnetic resonance spectroscopy: principles and applications. Prog Nucl Magn Reson Spectrosc. 1999, 34: 203-256.","journal-title":"Prog Nucl Magn Reson Spectrosc"},{"key":"6517_CR19","volume-title":"Encyclopedia of Magnetic Resonance","author":"GA Morris","year":"2009","unstructured":"Morris GA: Diffusion-ordered spectroscopy (DOSY). Encyclopedia of Magnetic Resonance. Edited by: Harris RK, Wasylishen RE. 2009, Chichester: Wiley, doi:10.1002\/9780470034590.emrstm0119.pub2.,"},{"key":"6517_CR20","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1016\/S0066-4103(06)59004-0","volume":"59","author":"HT Pedersen","year":"2006","unstructured":"Pedersen HT, Dyrby M, Engelsen SB, Bro R: Application of multi-way analysis to 2D NMR data. Ann Rep Nmr Spectrosc. 2006, 59: 207-233.","journal-title":"Ann Rep Nmr Spectrosc"},{"key":"6517_CR21","first-page":"1252","volume-title":"Chemical Commun","author":"M Nilsson","year":"2009","unstructured":"Nilsson M, Khajeh M, Botana A, Bernstein MA, Morris GA: Diffusion NMR and trilinear analysis in the study of reaction kinetics. Chemical Commun. 2009, 1252-1254."},{"key":"6517_CR22","volume-title":"Data Min Knowl Discov","author":"B Ermis","year":"2013","unstructured":"Ermis B, Acar E, Cemgil AT: Link prediction in heterogeneous data via generalized coupled tensor factorization. Data Min Knowl Discov. 2013, doi:10.1007\/s10618-013-0341-y. [ http:\/\/link.springer.com\/article\/10.1007%2Fs10618-013-0341-y ],"},{"key":"6517_CR23","doi-asserted-by":"publisher","first-page":"527","DOI":"10.1145\/1557019.1557080","volume-title":"KDD\u201909: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","author":"YR Lin","year":"2009","unstructured":"Lin YR, Sun J, Castro P, Konuru R, Sundaram H, Kelliher A: MetaFac: community discovery via relational hypergraph factorization. KDD\u201909: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2009, 527-536."},{"key":"6517_CR24","first-page":"236","volume-title":"AAAI\u201910: Proceedings of the 24th Conference on Artificial Intelligence","author":"VW Zheng","year":"2010","unstructured":"Zheng VW, Cao B, Zheng Y, Xie X, Yang Q: Collaborative filtering meets mobile recommendation: a user-centered approach. AAAI\u201910: Proceedings of the 24th Conference on Artificial Intelligence. 2010, 236-241."},{"key":"6517_CR25","first-page":"6023","volume-title":"EMBS\u201913: Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society","author":"E Acar","year":"2013","unstructured":"Acar E, Lawaetz AJ, Rasmussen MA, Bro R: Structure-revealing data fusion model with applications in metabolomics. EMBS\u201913: Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 2013, 6023-6026."},{"key":"6517_CR26","doi-asserted-by":"publisher","first-page":"e37840","DOI":"10.1371\/journal.pone.0037840","volume":"7","author":"K van Deun","year":"2012","unstructured":"van Deun K, van Mechelen I, Schouteden M, de Moor B, van der Werf M, de Lathauwer L, Smilde AK, Kiers HAL: DISCO-SCA and adapted GSVD as swinging alternatives to GSVD in finding common and distinctive processes. PLoS One. 2012, 7: e37840-","journal-title":"PLoS One"},{"key":"6517_CR27","doi-asserted-by":"publisher","first-page":"1169","DOI":"10.1145\/1835804.1835951","volume-title":"KDD\u201910: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","author":"SK Gupta","year":"2010","unstructured":"Gupta SK, Phung D, Adams B, Tran T, Venkatesh S: Nonnegative shared subspace learning and its application to social media retrieval. KDD\u201910: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2010, 1169-1178."},{"key":"6517_CR28","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1214\/12-AOAS597","volume":"7","author":"EF Lock","year":"2013","unstructured":"Lock EF, Hoadley KA, Marron J, Nobel AB: Joint and individual variation explained (JIVE) for integrated analysis of multiple data types. Ann Appl Stat. 2013, 7: 523-542.","journal-title":"Ann Appl Stat"},{"key":"6517_CR29","doi-asserted-by":"publisher","first-page":"e1004006","DOI":"10.1371\/journal.pgen.1004006","volume":"10","author":"X Xiao","year":"2014","unstructured":"Xiao X, M-Moral A, Rotival M, Bottolo L, Petretto E: Multi-tissue analysis of co-expression networks by higher-order generalized singular value decomposition identifies functionally coherent transcriptional modules. PLoS Genetics. 2014, 10: e1004006-","journal-title":"PLoS Genetics"},{"key":"6517_CR30","doi-asserted-by":"publisher","first-page":"614","DOI":"10.1137\/1.9781611972832.68","volume-title":"SDM\u201913: Proceedings of the 2013 SIAM International Conference on Data Mining","author":"W Liu","year":"2013","unstructured":"Liu W, Chan J, Bailey J, Leckie C, Ramamohanarao K: Mining labelled tensors by discovering both their common and discriminative subspaces. SDM\u201913: Proceedings of the 2013 SIAM International Conference on Data Mining. 2013, 614-622."},{"key":"6517_CR31","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1007\/BF02289009","volume":"23","author":"LR Tucker","year":"1958","unstructured":"Tucker LR: An inter-battery method of factor analysis. Psychometrika. 1958, 23: 111-136.","journal-title":"Psychometrika"},{"key":"6517_CR32","doi-asserted-by":"publisher","first-page":"i391","DOI":"10.1093\/bioinformatics\/btq174","volume":"26","author":"I Huopaniemi","year":"2010","unstructured":"Huopaniemi I, Suvitaival T, Nikkila J, Oresic M, Kaski S: Multivariate multi-way analysis of multi-source data. Bioinformatics. 2010, 26: i391-i398.","journal-title":"Bioinformatics"},{"key":"6517_CR33","first-page":"457","volume-title":"ICML\u201911: Proceedings of the 28th International Conference on Machine Learning","author":"S Virtanen","year":"2011","unstructured":"Virtanen S, Klami A, Kaski S: Bayesian CCA via group sparsity. ICML\u201911: Proceedings of the 28th International Conference on Machine Learning. 2011, 457-464."},{"key":"6517_CR34","first-page":"965","volume":"14","author":"A Klami","year":"2013","unstructured":"Klami A, Virtanen S, Kaski S: Bayesian canonical correlation analysis. J Mach Learn Res. 2013, 14: 965-1003.","journal-title":"J Mach Learn Res"},{"key":"6517_CR35","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1093\/biomet\/28.3-4.321","volume":"28","author":"H Hotelling","year":"1936","unstructured":"Hotelling H: Relations between two sets of variates. Biometrika. 1936, 28: 321-377.","journal-title":"Biometrika"},{"key":"6517_CR36","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1007\/BF02289472","volume":"31","author":"J Levin","year":"1966","unstructured":"Levin J: Simultaneous factor analysis of several Gramian matrices. Psychometrika. 1966, 31: 413-419.","journal-title":"Psychometrika"},{"key":"6517_CR37","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1002\/(SICI)1099-128X(199809\/10)12:5<301::AID-CEM515>3.0.CO;2-S","volume":"12","author":"JA Westerhuis","year":"1998","unstructured":"Westerhuis JA, Kourti T, Macgregor JF: Analysis of multiblock and hierarchical PCA and PLS models. J Chemometrics. 1998, 12: 301-321.","journal-title":"J Chemometrics"},{"key":"6517_CR38","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1145\/1143844.1143918","volume-title":"ICML\u201906: Proceedings of the 23rd International Conference on Machine Learning","author":"B Long","year":"2006","unstructured":"Long B, Zhang ZM, Wu X, Yu PS: Spectral clustering for multi-type relational data. ICML\u201906: Proceedings of the 23rd International Conference on Machine Learning. 2006, 585-592."},{"key":"6517_CR39","doi-asserted-by":"publisher","first-page":"448","DOI":"10.1186\/1471-2105-12-448","volume":"12","author":"K van Deun","year":"2011","unstructured":"van Deun K, Wilderjans TF, van den Berg RA, Antoniadis A, van Mechelen I: A flexible framework for sparse simultaneous component based data integration. BMC Bioinformatics. 2011, 12: 448-","journal-title":"BMC Bioinformatics"},{"key":"6517_CR40","first-page":"144","volume-title":"AISTATS 13: Proceedings of the 16th International Conference on Artificial Intelligence and Statistics","author":"G Bouchard","year":"2013","unstructured":"Bouchard G, Guo S, Yin D: Convex collective matrix factorization. AISTATS 13: Proceedings of the 16th International Conference on Artificial Intelligence and Statistics. 2013, 144-152."},{"key":"6517_CR41","doi-asserted-by":"publisher","DOI":"10.1002\/0470012110","volume-title":"Multi-way Analysis: Applications in the Chemical Sciences","author":"A Smilde","year":"2004","unstructured":"Smilde A, Bro R, Geladi P: Multi-way Analysis: Applications in the Chemical Sciences. 2004, West Sussex: Wiley"},{"key":"6517_CR42","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1109\/TKDE.2008.112","volume":"21","author":"E Acar","year":"2009","unstructured":"Acar E, Yener B: Unsupervised multiway data analysis: a literature survey. IEEE Trans Knowl Data Eng. 2009, 21: 6-20.","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"3","key":"6517_CR43","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1137\/07070111X","volume":"51","author":"TG Kolda","year":"2009","unstructured":"Kolda TG, Bader BW: Tensor decompositions and applications. SIAM Rev. 2009, 51 (3): 455-500.","journal-title":"SIAM Rev"},{"key":"6517_CR44","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1007\/BF02310791","volume":"35","author":"JD Carroll","year":"1970","unstructured":"Carroll JD, Chang JJ: Analysis of individual differences in multidimensional scaling via an N-way generalization of \u201cEckart-Young\u201d decomposition. Psychometrika. 1970, 35: 283-319.","journal-title":"Psychometrika"},{"key":"6517_CR45","first-page":"1","volume":"16","author":"RA Harshman","year":"1970","unstructured":"Harshman RA: Foundations of the PARAFAC procedure: Models and conditions for an \u201cexplanatory\u201d multi-modal factor analysis. UCLA Working Papers Phonetics. 1970, 16: 1-84.","journal-title":"UCLA Working Papers Phonetics"},{"key":"6517_CR46","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/0167-9473(94)90132-5","volume":"18","author":"RA Harshman","year":"1994","unstructured":"Harshman RA, Lundy ME: PARAFAC: parallel factor analysis. Comput Stat Data Anal. 1994, 18: 39-72.","journal-title":"Comput Stat Data Anal"},{"key":"6517_CR47","doi-asserted-by":"publisher","first-page":"1073","DOI":"10.3758\/BRM.41.4.1073","volume":"41","author":"TF Wilderjans","year":"2009","unstructured":"Wilderjans TF, Ceulemans E, Kiers HAL, Meers K: The LMPCA program: A graphical user interface for fitting the Linked-Mode PARAFAC-PCA model to coupled real-valued data. Behav Res Methods. 2009, 41: 1073-1082.","journal-title":"Behav Res Methods"},{"key":"6517_CR48","volume-title":"SDM\u201914: Proceedings of the 2014 SIAM International Conference on Data Mining","author":"EE Papalexakis","year":"2014","unstructured":"Papalexakis EE, Mitchell TM, Sidiropoulos ND, Faloutsos C, Talukdar PP, Murphy B: Turbo-SMT: accelerating coupled sparse matrix-tensor factorizations by 200x. SDM\u201914: Proceedings of the 2014 SIAM International Conference on Data Mining. 2014,"},{"key":"6517_CR49","volume-title":"SDM\u201914: Proceedings of the 2014 SIAM International Conference on Data Mining","author":"A Beutel","year":"2014","unstructured":"Beutel A, Kumar A, Papalexakis EE, Talukdar PP, Faloutsos C, Xing EP: FLEXIFACT: scalable flexible factorization of coupled tensors on Hadoop. SDM\u201914: Proceedings of the 2014 SIAM International Conference on Data Mining. 2014,"},{"key":"6517_CR50","unstructured":"Sorber L, Barel MV, De Lathauwer L: Structured data fusion. Tech. rep., 13-177, ESAT-STADIUS, KU Leuven 2013. [ http:\/\/bit.ly\/1iKJprY ],"},{"key":"6517_CR51","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-23783-6_32","volume-title":"Tensor factorization using auxiliary information","author":"A Narita","year":"2011","unstructured":"Narita A, Hayashi K, Tomioka R, Kashima H: Tensor factorization using auxiliary information. 2011,"},{"key":"6517_CR52","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1016\/j.chemolab.2013.06.006","volume":"129","author":"E Acar","year":"2013","unstructured":"Acar E, Rasmussen MA, Savorani F, N\u00e6s T, Bro R: Understanding data fusion within the framework of coupled matrix and tensor factorizations. Chemometrics Intell Lab Syst. 2013, 129: 53-63.","journal-title":"Chemometrics Intell Lab Syst"},{"key":"6517_CR53","volume-title":"Numerical Optimization, second edition","author":"J Nocedal","year":"2006","unstructured":"Nocedal J, Wright SJ: Numerical Optimization, second edition. 2006, New York: Springer"},{"key":"6517_CR54","first-page":"401","volume-title":"AAAI\u201906: Proceedings of the 20th Conference on Artificial Intelligence","author":"S Lee","year":"2006","unstructured":"Lee S, Lee H, Abbeel P, Ng AY: Efficient L1 regularized logistic regression. AAAI\u201906: Proceedings of the 20th Conference on Artificial Intelligence. 2006, 401-408."},{"key":"6517_CR55","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1016\/j.chemolab.2004.07.003","volume":"75","author":"G Tomasi","year":"2005","unstructured":"Tomasi G, Bro R: PARAFAC and missing values. Chemometrics Intell Lab Syst. 2005, 75: 163-180.","journal-title":"Chemometrics Intell Lab Syst"},{"key":"6517_CR56","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1016\/j.chemolab.2010.08.004","volume":"106","author":"E Acar","year":"2011","unstructured":"Acar E, Dunlavy D, Kolda T, M\u00f8rup M: Scalable tensor factorizations for incomplete data. Chemometrics Intell Lab Syst. 2011, 106: 41-56.","journal-title":"Chemometrics Intell Lab Syst"},{"key":"6517_CR57","doi-asserted-by":"crossref","unstructured":"Dunlavy DM, Kolda TG, Acar E: Poblano v1.0: A Matlab toolbox for gradient-based optimization. Tech. Rep. SAND2010-1422, Sandia National Laboratories, Albuquerque, NM and Livermore, CA 2010. http:\/\/www.cs.sandia.gov\/~dmdunla\/publications\/SAND2010-1422.pdf ,","DOI":"10.2172\/989350"},{"key":"6517_CR58","doi-asserted-by":"publisher","first-page":"2692","DOI":"10.1038\/nprot.2007.376","volume":"2","author":"O Beckonert","year":"2007","unstructured":"Beckonert O, Keun HC, Ebbels TMD, Bundy J, Holmes E, Lindon JC, Nicholson JK: Metabolic profiling, metabolomic and metabonomic procedures for NMR spectroscopy of urine, plasma, serum and tissue extracts. Nature Protocols. 2007, 2: 2692-2703.","journal-title":"Nature Protocols"},{"key":"6517_CR59","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1016\/S0079-6565(97)00011-3","volume":"31","author":"GA Morris","year":"1997","unstructured":"Morris GA, Barjat H, Home TJ: Reference deconvolution methods. Prog Nucl Magn Reson Spectrosc. 1997, 31: 197-257.","journal-title":"Prog Nucl Magn Reson Spectrosc"},{"key":"6517_CR60","doi-asserted-by":"publisher","first-page":"270","DOI":"10.1016\/j.jmr.2010.11.012","volume":"208","author":"A Botana","year":"2011","unstructured":"Botana A, Aguilar JA, Nilsson M, Morris GA: J-modulation effects in DOSY experiments and their suppression: The Oneshot45 experiment. J Magn Reson. 2011, 208: 270-278.","journal-title":"J Magn Reson"},{"key":"6517_CR61","doi-asserted-by":"publisher","first-page":"296","DOI":"10.1016\/j.jmr.2009.07.022","volume":"200","author":"M Nilsson","year":"2009","unstructured":"Nilsson M: The DOSY Toolbox: A new tool for processing PFG NMR diffusion data. J Magn Reson. 2009, 200: 296-302.","journal-title":"J Magn Reson"},{"key":"6517_CR62","doi-asserted-by":"publisher","first-page":"655","DOI":"10.1002\/mrc.1805","volume":"44","author":"M Nilsson","year":"2006","unstructured":"Nilsson M, Morris GA: Correction of systematic errors in CORE processing of DOSY data. Magn Reson Chem. 2006, 44: 655-660.","journal-title":"Magn Reson Chem"},{"key":"6517_CR63","doi-asserted-by":"publisher","first-page":"779","DOI":"10.1021\/ac051437y","volume":"78","author":"CA Smith","year":"2006","unstructured":"Smith CA, Want EJ, Abagyan R, Siuzdak G, G O: XCMS: processing mass spectrometry data for metabolite profiling using nonlinear peak alignment, matching, and identification. Anal Chem. 2006, 78: 779-787.","journal-title":"Anal Chem"},{"key":"6517_CR64","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1021\/ac202450g","volume":"84","author":"C Kuhl","year":"2012","unstructured":"Kuhl C, Tautenhahn R, Bottcher C, Larson TR, Neumann S: CAMERA: an integrated strategy for compound spectra extraction and annotation of liquid chromatography\/mass spectrometry data sets. Anal Chem. 2012, 84: 283-289.","journal-title":"Anal Chem"},{"key":"6517_CR65","doi-asserted-by":"publisher","first-page":"8119","DOI":"10.1021\/ac901321w","volume":"81","author":"M Nilsson","year":"2009","unstructured":"Nilsson M, Botana M, Morris GA: T-1-diffusion-ordered spectroscopy: nuclear magnetic resonance mixture analysis using parallel factor analysis. Anal Chem. 2009, 81: 8119-8125.","journal-title":"Anal Chem"},{"key":"6517_CR66","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1016\/j.trac.2010.01.008","volume":"29","author":"R Bro","year":"2010","unstructured":"Bro R, Viereck N, Toft M, Toft H, Hansen IP, Engelsen SB: Mathematical chromatography solves the cocktail party effect in mixtures using 2D spectra and PARAFAC. Trac-Trends Anal Chem. 2010, 29: 281-284.","journal-title":"Trac-Trends Anal Chem"},{"key":"6517_CR67","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1007\/s10858-013-9752-8","volume":"58","author":"J Bj\u00f6rneras","year":"2014","unstructured":"Bj\u00f6rneras J, Botana A, Morris GA, Nilsson M: Resolving complex mixtures: trilinear diffusion data. J Biomolecular NMR. 2014, 58: 251-257.","journal-title":"J Biomolecular NMR"},{"key":"6517_CR68","doi-asserted-by":"publisher","first-page":"2102","DOI":"10.1021\/ac100110m","volume":"82","author":"M Khajeh","year":"2010","unstructured":"Khajeh M, Botana A, Bernstein MA, Nilsson M, Morris GA: Reaction kinetics studied using diffusion-ordered spectroscopy and multiway chemometrics. Anal Chem. 2010, 82: 2102-2108.","journal-title":"Anal Chem"},{"key":"6517_CR69","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1198\/106186006X113430","volume":"15","author":"H Zou","year":"2006","unstructured":"Zou H, Hastie T, Tibshirani R: Sparse principal component analysis. J Comput Graph Stat. 2006, 15: 265-286.","journal-title":"J Comput Graph Stat"},{"key":"6517_CR70","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1007\/s11306-011-0310-7","volume":"8","author":"AJ Lawaetz","year":"2012","unstructured":"Lawaetz AJ, Bro R, Kamstrup-Nielsen M, Christensen IJ, Jorgensen LN, Nielsen HJ: Fluorescence spectroscopy as a potential metabonomic tool for early detection of colorectal cancer. Metabolomics. 2012, 8: 111-121.","journal-title":"Metabolomics"},{"key":"6517_CR71","doi-asserted-by":"publisher","first-page":"544","DOI":"10.1016\/j.neuroimage.2005.08.060","volume":"30","author":"V Calhoun","year":"2006","unstructured":"Calhoun V, Adali T, Pearlson G, Kiehl K: Neuronal chronometry of target detection: Fusion of hemodynamic and event-related potential data. NeuroImage. 2006, 30: 544-553.","journal-title":"NeuroImage"},{"key":"6517_CR72","volume-title":"Eusipco\u201914: Proceedings of the 22nd European Signal Processing Conference (To Appear)","author":"W Swinnen","year":"2014","unstructured":"Swinnen W, Hunyadi B, Acar E, Huffel SV, De Vos M: Incorporating higher dimensionality in joint decomposition of EEG and fMRI. Eusipco\u201914: Proceedings of the 22nd European Signal Processing Conference (To Appear). 2014, ftp:\/\/ftp.esat.kuleuven.ac.be\/pub\/stadius\/wswinnen\/reports\/EUSIPCO-14-49.pdf ,"},{"key":"6517_CR73","doi-asserted-by":"crossref","unstructured":"S\u00f8rensen M, De Lathauwer L: Coupled canonical polyadic decompositions and (coupled) decompositions in multilinear rank- (Lr,n,Lr,n,1) terms\u2014part i: uniqueness. Tech. rep., 13-143, ESAT-STADIUS, KU Leuven 2014. [ ftp:\/\/ftp.esat.kuleuven.be\/pub\/SISTA\/sistakulak\/reports\/Coupled_CPD_Uniqueness_plusSM.pdf ],","DOI":"10.1137\/140956853"},{"key":"6517_CR74","volume-title":"Eusipco\u201914: Proceedings of the 22nd European Signal Processing Conference","author":"E Acar","year":"2014","unstructured":"Acar E, Nilsson M, Saunders M: A flexible modeling framework for coupled matrix and tensor factorizations. Eusipco\u201914: Proceedings of the 22nd European Signal Processing Conference. 2014, [ http:\/\/www.models.life.ku.dk\/~acare\/2014_Eusipco_SNOPT.pdf ],"}],"container-title":["BMC Bioinformatics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1471-2105-15-239.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,12]],"date-time":"2019-08-12T19:04:42Z","timestamp":1565636682000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcbioinformatics.biomedcentral.com\/articles\/10.1186\/1471-2105-15-239"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,7,12]]},"references-count":74,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2014,12]]}},"alternative-id":["6517"],"URL":"https:\/\/doi.org\/10.1186\/1471-2105-15-239","relation":{},"ISSN":["1471-2105"],"issn-type":[{"value":"1471-2105","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,7,12]]},"assertion":[{"value":"31 December 2013","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 June 2014","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 July 2014","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"239"}}