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AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
Kettenring, J.R. Canonical Analysis of Several Sets of Variables 1969 School: University of North Carolina at Chapel Hill  phdthesis  
BibTeX:
@phdthesis{Ke69,
  author = {J. R. Kettenring},
  title = {Canonical Analysis of Several Sets of Variables},
  school = {University of North Carolina at Chapel Hill},
  year = {1969}
}
Morton, J. and Lim, L.-H. Principal Cumulant Component Analysis 2009   techreport URL 
BibTeX:
@techreport{MoLi09,
  author = {J. Morton and L.-H. Lim},
  title = {Principal Cumulant Component Analysis},
  year = {2009},
  url = {http://www.stat.uchicago.edu/~lekheng/work/pcca.pdf}
}
Ren, C., Farias, R.C., Amblard, P.O. and Comon, P. Performance bounds for coupled models 2016 School: CNRS, Gipsa-Lab  techreport URL 
BibTeX:
@techreport{ReFaAm16,
  author = {C. Ren and R. C. Farias and P. O. Amblard and P. Comon},
  title = {Performance bounds for coupled models},
  school = {CNRS, Gipsa-Lab},
  year = {2016},
  url = {https://hal.archives-ouvertes.fr/hal-01280480}
}
Nickel, M., Tresp, V. and Kriegel, H.P. Factorizing YAGO:Scalable Machine Learning for Linked Data 2012 WWW'12: Proceedings of the 21st International World Wide Web Conference, pp. 271-280  inproceedings DOI  
BibTeX:
@inproceedings{NiTrKr12,
  author = {M. Nickel and V. Tresp and H. P. Kriegel},
  title = {Factorizing YAGO:Scalable Machine Learning for Linked Data},
  booktitle = {WWW'12: Proceedings of the 21st International World Wide Web Conference},
  year = {2012},
  pages = {271-280},
  doi = {http://doi.org/10.1145/2187836.2187874}
}
Yang, S.-H., Long, B., Smola, A.J., Sadagopan, N., Zheng, Z. and Zha, H. Like like alike: joint friendship and interest propagation in social networks 2011 WWW'11, pp. 537-546  inproceedings URL 
BibTeX:
@inproceedings{YaBoSm11,
  author = {Shuang-Hong Yang and Bo Long and Alexander J. Smola and Narayanan Sadagopan and Zhaohui Zheng and Hongyuan Zha},
  title = {Like like alike: joint friendship and interest propagation in social networks},
  booktitle = {WWW'11},
  year = {2011},
  pages = {537--546},
  url = {http://dl.acm.org/citation.cfm?id=1963481}
}
Zhang, Y., Cao, B. and Yeung, D.-Y. Multi-Domain Collaborative Filtering 2010 UAI'10: Proceedings of the Twenty-Sixth Conference Annual Conference on Uncertainty in Artificial Intelligence, pp. 725-732  inproceedings URL 
BibTeX:
@inproceedings{ZaCaYe10,
  author = {Y. Zhang and B. Cao and D.-Y. Yeung},
  title = {Multi-Domain Collaborative Filtering},
  booktitle = {UAI'10: Proceedings of the Twenty-Sixth Conference Annual Conference on Uncertainty in Artificial Intelligence},
  year = {2010},
  pages = {725-732},
  url = {https://dslpitt.org/uai/papers/10/p725-zhang.pdf}
}
Singh, A.P. and Gordon, G.J. A Bayesian Matrix Factorization Model for Relational Data 2010 UAI'10: Proceedings of the 26th Conference on Uncertainty in Artificial Intelligence, pp. 556-563  inproceedings URL 
BibTeX:
@inproceedings{SiGo10,
  author = {A. P. Singh and G. J. Gordon},
  title = {A Bayesian Matrix Factorization Model for Relational Data},
  booktitle = {UAI'10: Proceedings of the 26th Conference on Uncertainty in Artificial Intelligence},
  year = {2010},
  pages = {556-563},
  url = {https://dslpitt.org/uai/papers/10/p556-singh.pdf}
}
Lock, E.F., Hoadley, K.A., Marron, J. and Nobel, A.B. Joint and Individual Variation Explained (JIVE) for Integrated Analysis of Multiple Data Types 2013 The Annals of Applied Statistics
Vol. 7, pp. 523-542 
article DOI  
BibTeX:
@article{LoHoMaNo13,
  author = {Eric F. Lock and Katherine A. Hoadley and J.S. Marron and Andrew B. Nobel},
  title = {Joint and Individual Variation Explained (JIVE) for Integrated Analysis of Multiple Data Types},
  journal = {The Annals of Applied Statistics},
  year = {2013},
  volume = {7},
  pages = {523-542},
  doi = {http://doi.org/10.1214/12-AOAS597}
}
Sorensen, M., Domanov, I. and Lathauwer, L.D. Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear rank-(L_r,n, L_r,n, 1) terms --- Part II: Algorithms 2015 SIAM Journal on Matrix Analysis and Applications
Vol. 36(3), pp. 1015-1045 
article DOI  
BibTeX:
@article{SoDoLa15,
  author = {M. Sorensen and I. Domanov and L. De Lathauwer},
  title = {Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear rank-(L_r,n, L_r,n, 1) terms --- Part II: Algorithms},
  journal = {SIAM Journal on Matrix Analysis and Applications},
  year = {2015},
  volume = {36},
  number = {3},
  pages = {1015-1045},
  doi = {http://doi.org/10.1137/140956865}
}
Sorensen, M. and De Lathauwer, L. Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear rank-(L_r,n, L_r,n, 1) terms --- Part I: Uniqueness 2015 SIAM Journal on Matrix Analysis and Applications
Vol. 36(2), pp. 496-522 
article DOI  
BibTeX:
@article{SoLa15,
  author = {M. Sorensen and L. De Lathauwer},
  title = {Coupled Canonical Polyadic Decompositions and (Coupled) Decompositions in Multilinear rank-(L_r,n, L_r,n, 1) terms --- Part I: Uniqueness},
  journal = {SIAM Journal on Matrix Analysis and Applications},
  year = {2015},
  volume = {36},
  number = {2},
  pages = {496-522},
  doi = {http://doi.org/10.1137/140956853}
}
Beutel, A., Kumar, A., Papalexakis, E.E., Talukdar, P.P., Faloutsos, C. and Xing, E.P. FLEXIFACT: Scalable Flexible Factorization of Coupled Tensors on Hadoop 2014 SDM'14: Proceedings of the 2014 SIAM International Conference on Data Mining  inproceedings URL 
BibTeX:
@inproceedings{BeKuPa14,
  author = {A. Beutel and A. Kumar and E. E. Papalexakis and P. P. Talukdar and C. Faloutsos and E. P. Xing},
  title = {FLEXIFACT: Scalable Flexible Factorization of Coupled Tensors on Hadoop},
  booktitle = {SDM'14: Proceedings of the 2014 SIAM International Conference on Data Mining},
  year = {2014},
  url = {http://www.cs.cmu.edu/~epapalex/papers/sdm14-flexifact.pdf}
}
Papalexakis, E.E., Mitchell, T.M., Sidiropoulos, N.D., Faloutsos, C., Talukdar, P.P. and Murphy, B. Turbo-SMT: Accelerating Coupled Sparse Matrix-Tensor Factorizations by 200x 2014 SDM'14: Proceedings of the 2014 SIAM International Conference on Data MiningSchool: CMU, arXiv:1302.7043  inproceedings URL 
BibTeX:
@inproceedings{PaMiSiFa14,
  author = {Evangelos E. Papalexakis and Tom M. Mitchell and Nicholas D. Sidiropoulos and Christos Faloutsos and Partha Pratim Talukdar and Brian Murphy},
  title = {Turbo-SMT: Accelerating Coupled Sparse Matrix-Tensor Factorizations by 200x},
  booktitle = {SDM'14: Proceedings of the 2014 SIAM International Conference on Data Mining},
  school = {CMU, arXiv:1302.7043},
  year = {2014},
  url = {http://www.cs.cmu.edu/~epapalex/papers/sdm14-turbo-smt.pdf}
}
Liu, W., Chan, J., Bailey, J., Leckie, C. and Ramamohanarao, K. Mining Labelled Tensors by Discovering both their Common and Discriminative Subspaces 2013 SDM'13: Proc. SIAM Int. Conf. on Data Mining, pp. 614-622  inproceedings URL 
BibTeX:
@inproceedings{LiChBaLe13,
  author = {W. Liu and J. Chan and J. Bailey and C. Leckie and K. Ramamohanarao},
  title = {Mining Labelled Tensors by Discovering both their Common and Discriminative Subspaces},
  booktitle = {SDM'13: Proc. SIAM Int. Conf. on Data Mining},
  year = {2013},
  pages = {614-622},
  url = {http://knowledgecenter.siam.org/199SDM/1}
}
Banerjee, A., Basu, S. and Merugu, S. Multi-way Clustering on Relation Graphs 2007 SDM'07: Proceedings of the 2007 SIAM International Conference on Data Mining, pp. 145-156  inproceedings URL 
BibTeX:
@inproceedings{BaBaMe07,
  author = {Arindam Banerjee and Sugato Basu and Srujana Merugu},
  title = {Multi-way Clustering on Relation Graphs},
  booktitle = {SDM'07: Proceedings of the 2007 SIAM International Conference on Data Mining},
  year = {2007},
  pages = {145--156},
  url = {http://epubs.siam.org/doi/pdf/10.1137/1.9781611972771.14}
}
Harshman, R.A. and Lundy, M.E. Data preprocessing and the extended PARAFAC model 1984 Research Methods for Multi-mode Data Analysis, pp. 216-284  incollection  
BibTeX:
@incollection{HaLu84,
  author = {Richard A. Harshman and Margaret E. Lundy},
  title = {Data preprocessing and the extended PARAFAC model},
  booktitle = {Research Methods for Multi-mode Data Analysis},
  publisher = {Praeger Publishers},
  year = {1984},
  pages = {216--284}
}
Levin, J. Simultaneous Factor Analysis of Several Gramian Matrices 1966 Psychometrika
Vol. 31, pp. 413-419 
article URL 
BibTeX:
@article{Le66,
  author = {J. Levin},
  title = {Simultaneous Factor Analysis of Several Gramian Matrices},
  journal = {Psychometrika},
  year = {1966},
  volume = {31},
  pages = {413--419},
  url = {http://link.springer.com/article/10.1007%2FBF02289472}
}
Timmerman, M.E. and Kiers, H.A.L. Four simultaneous component models for the analysis of multivariate time series from more than one subject to model intraindividual and interindividual differences 2003 Psychometrika
Vol. 68, pp. 105-121 
article DOI  
BibTeX:
@article{TiKi03,
  author = {M. E. Timmerman and H. A. L. Kiers},
  title = {Four simultaneous component models for the analysis of multivariate time series from more than one subject to model intraindividual and interindividual differences},
  journal = {Psychometrika},
  year = {2003},
  volume = {68},
  pages = {105-121},
  doi = {http://doi.org/10.1007/BF02296656}
}
Tucker, L.R. An Inter-battery Method of factor analysis 1958 Psychometrika
Vol. 23, pp. 111-136 
article URL 
BibTeX:
@article{Tu58,
  author = {L. R Tucker},
  title = {An Inter-battery Method of factor analysis},
  journal = {Psychometrika},
  year = {1958},
  volume = {23},
  pages = {111-136},
  url = {http://link.springer.com/article/10.1007/BF02289009}
}
Acar, E., Bro, R. and Smilde, A.K. Data Fusion in Metabolomics using Coupled Matrix and Tensor Factorizations 2015 Proceedings of the IEEE
Vol. 103, pp. 1602-1620 
article DOI  
BibTeX:
@article{2015_PIEEE,
  author = {E. Acar and R. Bro and A. K. Smilde},
  title = {Data Fusion in Metabolomics using Coupled Matrix and Tensor Factorizations},
  journal = {Proceedings of the IEEE},
  year = {2015},
  volume = {103},
  pages = {1602-1620},
  doi = {http://doi.org/10.1109/JPROC.2015.2438719}
}
Adali, T., Schwartz, Y.L. and Calhoun, V.D. Multimodal Data Fusion Using Source Separation: Two Effective Models Based on ICA and IVA and Their Properties 2015 Proceedings of the IEEE
Vol. 103, pp. 1478-1493 
article DOI  
BibTeX:
@article{AdLeCa15,
  author = {T. Adali and Y. Levin - Schwartz and V. D. Calhoun},
  title = {Multimodal Data Fusion Using Source Separation: Two Effective Models Based on ICA and IVA and Their Properties},
  journal = {Proceedings of the IEEE},
  year = {2015},
  volume = {103},
  pages = {1478-1493},
  doi = {http://doi.org/10.1109/JPROC.2015.2461624}
}
Adali, T., Schwartz, Y.L. and Calhoun, V.D. Multimodal Data Fusion Using Source Separation: Application to Medical Imaging 2015 Proceedings of the IEEE
Vol. 103, pp. 1494-1506 
article DOI  
BibTeX:
@article{AdLeCa15b,
  author = {T. Adali and Y. Levin - Schwartz and V. D. Calhoun},
  title = {Multimodal Data Fusion Using Source Separation: Application to Medical Imaging},
  journal = {Proceedings of the IEEE},
  year = {2015},
  volume = {103},
  pages = {1494-1506},
  doi = {http://doi.org/10.1109/JPROC.2015.2461601}
}
Dahne, S., Biebmann, F., Samek, W., Haufe, S., Goltz, D., Gundlach, C., Villringer, A., Fazli, S. and Muller, K.-R. Multivariate Machine Learning Methods for Fusing Multimodal Functional Neuroimaging Data 2015 Proceedings of the IEEE
Vol. 103, pp. 1507-1530 
article DOI  
BibTeX:
@article{DaBeSa15,
  author = {S. Dahne and F. Biebmann and W. Samek and S. Haufe and D. Goltz and C. Gundlach and A. Villringer and S. Fazli and K-R Muller},
  title = {Multivariate Machine Learning Methods for Fusing Multimodal Functional Neuroimaging Data},
  journal = {Proceedings of the IEEE},
  year = {2015},
  volume = {103},
  pages = {1507-1530},
  doi = {http://doi.org/10.1109/JPROC.2015.2425807}
}
Karahan, E., Rojas-Lopez, P.A., Bringas-Vega, M.L., Valdes-Hernandez, P.A. and Valdes-Sosa, P.A. Tensor Analysis and Fusion of Multimodal Brain Images 2015 Proceedings of the IEEE
Vol. 103, pp. 1531-1559 
article DOI  
BibTeX:
@article{KaRoBr15,
  author = {E. Karahan and P. A. Rojas-Lopez and M. L. Bringas-Vega and P. A. Valdes-Hernandez and P. A. Valdes-Sosa},
  title = {Tensor Analysis and Fusion of Multimodal Brain Images},
  journal = {Proceedings of the IEEE},
  year = {2015},
  volume = {103},
  pages = {1531-1559},
  doi = {http://doi.org/10.1109/JPROC.2015.2455028}
}
Lahat, D., Adali, T. and Jutten, C. Multimodal Data Fusion: An Overview of Methods, Challenges, and Prospects 2015 Proceedings of the IEEE
Vol. 103, pp. 1449-1477 
article URL 
BibTeX:
@article{LaAdJu15,
  author = {D. Lahat and T. Adali and C. Jutten},
  title = {Multimodal Data Fusion: An Overview of Methods, Challenges, and Prospects},
  journal = {Proceedings of the IEEE},
  year = {2015},
  volume = {103},
  pages = {1449-1477},
  url = {10.1109/JPROC.2015.2460697}
}
Van Mechelen, I. and Ceulemans, E. Component- and Factor-Based Models for Data Fusion in the Behavioral Sciences 2015 Proceedings of the IEEE
Vol. 103, pp. 1621-1634 
article DOI  
BibTeX:
@article{MeCe15,
  author = {I. Van Mechelen and E. Ceulemans},
  title = {Component- and Factor-Based Models for Data Fusion in the Behavioral Sciences},
  journal = {Proceedings of the IEEE},
  year = {2015},
  volume = {103},
  pages = {1621-1634},
  doi = {http://doi.org/10.1109/JPROC.2015.2442652}
}
Farias, R.C., Cohen, J.E., Jutten, C. and Comon, P. Joint decompositions with flexible couplings 2015 Proceedings of LVA/ICA 2015, pp. 119-126  inproceedings DOI  
BibTeX:
@inproceedings{FaCo15,
  author = {R. C. Farias and J. E. Cohen and C. Jutten and P. Comon},
  title = {Joint decompositions with flexible couplings},
  booktitle = {Proceedings of LVA/ICA 2015},
  year = {2015},
  pages = {119-126},
  doi = {http://doi.org/10.1007/978-3-319-22482-4_14}
}
Alter, O., Brown, P.O. and Botstein, D. Generalized singular value decomposition for comparative analysis of genome-scale expression data sets of two different organisms 2003 PNAS
Vol. 100, pp. 3351-3356 
article URL 
BibTeX:
@article{AlBrBo03,
  author = {Orly Alter and Patrick O. Brown and David Botstein},
  title = {Generalized singular value decomposition for comparative analysis of genome-scale expression data sets of two different organisms},
  journal = {PNAS},
  year = {2003},
  volume = {100},
  pages = {3351-3356},
  url = {http://www.pnas.org/content/100/6/3351}
}
Acar, E., Plopper, G.E. and Yener, B. Coupled Analysis of in Vitro and Histology Tissue Samples to Quantify Structure-Function Relationship 2012 PLoS One
Vol. 7(3), pp. e32227 
article URL 
BibTeX:
@article{2012_PLoSOne,
  author = {Evrim Acar and George E. Plopper and Bulent Yener},
  title = {Coupled Analysis of in Vitro and Histology Tissue Samples to Quantify Structure-Function Relationship},
  journal = {PLoS One},
  year = {2012},
  volume = {7},
  number = {3},
  pages = {e32227},
  url = {http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0032227}
}
Andersen, M.L.M., Rasmussen, M.A., Porksen, S., Svensson, J., Vikre-Jørgensen, J., Thomsen, J., Hertel, N.T., Johannesen, J., Pociot, F., Petersen, J.S., Hansen, L., Mortensen, H.B. and Nielsen, L. Complex Multi-Block Analysis Identifies New Immunologic and Genetic Disease Progression Patterns Associated with the Residual beta-Cell Function 1 Year after Diagnosis of Type 1 Diabetes 2013 PLoS One
Vol. 8, pp. e64632 
article DOI  
BibTeX:
@article{AnRaPo13,
  author = {M. L. M. Andersen and M. A. Rasmussen and S. Porksen and J. Svensson and J. Vikre-Jørgensen and J. Thomsen and N. T. Hertel and J. Johannesen and F. Pociot and J. S. Petersen and L. Hansen and H. B. Mortensen and L.B. Nielsen},
  title = {Complex Multi-Block Analysis Identifies New Immunologic and Genetic Disease Progression Patterns Associated with the Residual beta-Cell Function 1 Year after Diagnosis of Type 1 Diabetes},
  journal = {PLoS One},
  year = {2013},
  volume = {8},
  pages = {e64632},
  doi = {http://doi.org/10.1371/journal.pone.0064632}
}
van Deun, K., van Mechelen, I., Schouteden, M., de Moor, B., van der Werf, M., de Lathauwer, L., Smilde, A.K. and Kiers, H.A.L. DISCO-SCA and Properly Applied GSVD as Swinging Methods to Find Common and Distinctive Processes 2012 PLoS One
Vol. 7, pp. e37840 
article URL 
BibTeX:
@article{DeMe12,
  author = {K. van Deun and I. van Mechelen and M. Schouteden and B. de Moor and M.J. van der Werf and L. de Lathauwer and A. K. Smilde and H. A. L. Kiers},
  title = {DISCO-SCA and Properly Applied GSVD as Swinging Methods to Find Common and Distinctive Processes},
  journal = {PLoS One},
  year = {2012},
  volume = {7},
  pages = {e37840},
  url = {http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0037840}
}
Lee, C.H., Alpert, B.O., Sankaranarayanan, P. and Alter, O. GSVD Comparison of Patient-Matched Normal and Tumor aCGH Profiles Reveals Global Copy-Number Alterations Predicting Glioblastoma Multiforme Survival 2012 PLoS One
Vol. 7, pp. e30098 
article URL 
BibTeX:
@article{LeAlSaAl12,
  author = {C. H. Lee and B. O. Alpert and P. Sankaranarayanan and O. Alter},
  title = {GSVD Comparison of Patient-Matched Normal and Tumor aCGH Profiles Reveals Global Copy-Number Alterations Predicting Glioblastoma Multiforme Survival},
  journal = {PLoS One},
  year = {2012},
  volume = {7},
  pages = {e30098},
  url = {http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0030098}
}
Ponnapalli, S.P., Saunders, M.A., Loan, C.F.V. and Alter, O. A Higher-Order Generalized Singular Value Decomposition for Comparison of Global mRNA Expression from Multiple Organisms 2011 PLoS One
Vol. 6, pp. e28072 
article URL 
BibTeX:
@article{PoSaVaAl11,
  author = {Sri Priya Ponnapalli and Michael A. Saunders and Charles F. Van Loan and Orly Alter},
  title = {A Higher-Order Generalized Singular Value Decomposition for Comparison of Global mRNA Expression from Multiple Organisms},
  journal = {PLoS One},
  year = {2011},
  volume = {6},
  pages = {e28072},
  url = {http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0028072}
}
Xiao, X., M.-Moral, A., Rotival, M., Bottolo, L. and Petretto, E. Multi-tissue Analysis of Co-expression Networks by Higher-Order Generalized Singular Value Decomposition Identifies Functionally Coherent Transcriptional Modules 2014 PLoS Genetics
Vol. 10, pp. e1004006 
article URL 
BibTeX:
@article{XiMoRoBo14,
  author = {X. Xiao and A. M.-Moral and M. Rotival and L. Bottolo and E. Petretto},
  title = {Multi-tissue Analysis of Co-expression Networks by Higher-Order Generalized Singular Value Decomposition Identifies Functionally Coherent Transcriptional Modules},
  journal = {PLoS Genetics},
  year = {2014},
  volume = {10},
  pages = {e1004006},
  url = {http://www.plosgenetics.org/article/info%3Adoi%2F10.1371%2Fjournal.pgen.1004006}
}
Kargupta, H., Huang, W., Sivakumar, K., Park, B.-H. and Wang, S. Collective Principal Component Analysis from Distributed, Heterogeneous Data 2000 PKDD'00: Proc. 4th European Conference on Principles and Practice of Knowledge Discovery in Databases, pp. 452-457  inproceedings URL 
BibTeX:
@inproceedings{KaHuSiPaWa00,
  author = {Hillol Kargupta and Weiyun Huang and Krishnamoorthy Sivakumar and Byung-Hoon Park and Shuren Wang},
  title = {Collective Principal Component Analysis from Distributed, Heterogeneous Data},
  booktitle = {PKDD'00: Proc. 4th European Conference on Principles and Practice of Knowledge Discovery in Databases},
  year = {2000},
  pages = {452-457},
  url = {http://link.springer.com/chapter/10.1007%2F3-540-45372-5_50}
}
Badea, L. Extracting Gene Expression Profiles Common to Colon and Pancreatic Adenocarcinoma using Simultaneous Nonnegative Matrix Factorization 2008 Pacific Symposium on Biocomputing, pp. 279-290  inproceedings URL 
BibTeX:
@inproceedings{Ba08,
  author = {L. Badea},
  title = {Extracting Gene Expression Profiles Common to Colon and Pancreatic Adenocarcinoma using Simultaneous Nonnegative Matrix Factorization},
  booktitle = {Pacific Symposium on Biocomputing},
  year = {2008},
  pages = {279-290},
  url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.112.4499&rep=rep1&type=pdf}
}
Yilmaz, Y.K., Cemgil, A.T. and Simsekli, U. Generalised Coupled Tensor Factorisation 2011 NIPS'11, pp. 2151-2159  inproceedings URL 
BibTeX:
@inproceedings{YiCeSi11,
  author = {Y. Kenan Yilmaz and A. Taylan Cemgil and Umut Simsekli},
  title = {Generalised Coupled Tensor Factorisation},
  booktitle = {NIPS'11},
  year = {2011},
  pages = {2151-2159},
  url = {http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2011_1189.pdf}
}
Jia, Y., Salzmann, M. and Darrell, T. Factorized Latent Spaces with Structured Sparsity 2010 NIPS'10, pp. 982-990  inproceedings URL 
BibTeX:
@inproceedings{JiSaDa10,
  author = {Y. Jia and M. Salzmann and T. Darrell},
  title = {Factorized Latent Spaces with Structured Sparsity},
  booktitle = {NIPS'10},
  year = {2010},
  pages = {982--990},
  url = {http://papers.nips.cc/paper/3953-factorized-latent-spaces-with-structured-sparsity}
}
Simsekli, U., Ermis, B., Oztoprak, F., Birbil, S.I. and Cemgil, A.T. Parallel and Distributed Inference in Coupled Tensor Factorization Models 2014 NIPS Workshop on Distributed Machine Learning and Matrix Computations  inproceedings URL 
BibTeX:
@inproceedings{SiErOz14,
  author = {U. Simsekli and B. Ermis and F. Oztoprak and S. Ilker Birbil and A. T. Cemgil},
  title = {Parallel and Distributed Inference in Coupled Tensor Factorization Models},
  booktitle = {NIPS Workshop on Distributed Machine Learning and Matrix Computations},
  year = {2014},
  url = {http://stanford.edu/~rezab/nips2014workshop/submits/disttensor.pdf}
}
Calhoun, V., Adali, T., Pearlson, G. and Kiehl, K. Neuronal chronometry of target detection: Fusion of hemodynamic and event-related potential data 2006 NeuroImage
Vol. 30, pp. 544-553 
article URL 
BibTeX:
@article{CaAdPeKi06,
  author = {V.D. Calhoun and T. Adali and G.D. Pearlson and K.A. Kiehl},
  title = {Neuronal chronometry of target detection: Fusion of hemodynamic and event-related potential data},
  journal = {NeuroImage},
  year = {2006},
  volume = {30},
  pages = {544-553},
  url = {http://www.sciencedirect.com/science/article/pii/S1053811905007342}
}
Groves, A.R., Beckmann, C.F., Smith, S.M. and Woolrich, M.W. Linked independent component analysis for multimodal data fusion 2011 NeuroImage
Vol. 54, pp. 2198-2217 
article DOI  
BibTeX:
@article{GrBe11,
  author = {A. R. Groves and C. F. Beckmann and S. M. Smith and M. W. Woolrich},
  title = {Linked independent component analysis for multimodal data fusion},
  journal = {NeuroImage},
  year = {2011},
  volume = {54},
  pages = {2198-2217},
  doi = {http://doi.org/10.1016/j.neuroimage.2010.09.073}
}
Silva, R.F., Plis, S.M., Adali, T. and Calhoun, V.D. A statistically motivated framework for simulation of stochastic data fusion models applied to multimodal neuroimaging 2014 NeuroImage
Vol. 102, pp. 92-117 
article DOI  
BibTeX:
@article{SiPl14,
  author = {R. F. Silva and S. M. Plis and T. Adali and V. D. Calhoun},
  title = {A statistically motivated framework for simulation of stochastic data fusion models applied to multimodal neuroimaging},
  journal = {NeuroImage},
  year = {2014},
  volume = {102},
  pages = {92-117},
  doi = {http://www.sciencedirect.com/science/article/pii/S1053811914003048}
}
Khan, S.A., Leppaaho, E. and Kaski, S. Bayesian multi-tensor factorization 2016 Machine Learning Research  article DOI  
BibTeX:
@article{KhLeKa16,
  author = {S. A. Khan and E. Leppaaho and S. Kaski},
  title = {Bayesian multi-tensor factorization},
  journal = {Machine Learning Research},
  year = {2016},
  doi = {http://doi.org/10.1007/s10994-016-5563-y}
}
De Lathauwer, L. and Vandewalle, J. Dimensionality reduction in higher-order signal processing and rank-$(R_1,R_2,R_N)$ reduction in multilinear algebra 2004 Linear Algebra and its Applications
Vol. 391, pp. 31-55 
article URL 
BibTeX:
@article{LaVa04,
  author = {Lieven De Lathauwer and Joos Vandewalle},
  title = {Dimensionality reduction in higher-order signal processing and rank-$(R_1,R_2,R_N)$ reduction in multilinear algebra},
  journal = {Linear Algebra and its Applications},
  year = {2004},
  volume = {391},
  pages = {31--55},
  url = {http://www.sciencedirect.com/science/article/pii/S0024379504000886}
}
Menon, A.K., Chitrapura, K.P., Garg, S., Agarwal, D. and Kota, N. Response prediction using collaborative filtering with hierarchies and side-information 2011 KDD'11: Proc. 17th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining, pp. 141-149  inproceedings URL 
BibTeX:
@inproceedings{MeChGa11,
  author = {Aditya Krishna Menon and Krishna Prasad Chitrapura and Sachin Garg and Deepak Agarwal and Nagaraj Kota},
  title = {Response prediction using collaborative filtering with hierarchies and side-information},
  booktitle = {KDD'11: Proc. 17th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining},
  year = {2011},
  pages = {141--149},
  url = {http://dl.acm.org/citation.cfm?id=2020436}
}
Gupta, S.K., Phung, D., Adams, B., Tran, T. and Venkatesh, S. Nonnegative Shared Subspace Learning and Its Application to Social Media Retrieval 2010 KDD'10: Proc. 16th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining, pp. 1169-1178  inproceedings URL 
BibTeX:
@inproceedings{GuPh10,
  author = {S. K. Gupta and D. Phung and B. Adams and T. Tran and S. Venkatesh},
  title = {Nonnegative Shared Subspace Learning and Its Application to Social Media Retrieval},
  booktitle = {KDD'10: Proc. 16th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining},
  year = {2010},
  pages = {1169-1178},
  url = {http://dl.acm.org/citation.cfm?id=1835951}
}
Lin, Y.-R., Sun, J., Castro, P., Konuru, R., Sundaram, H. and Kelliher, A. MetaFac: community discovery via relational hypergraph factorization 2009 KDD'09: Proc. 15th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining, pp. 527-536  inproceedings URL 
BibTeX:
@inproceedings{LiSuCaKo09,
  author = {Lin, Yu-Ru and Sun, Jimeng and Castro, Paul and Konuru, Ravi and Sundaram, Hari and Kelliher, Aisling},
  title = {MetaFac: community discovery via relational hypergraph factorization},
  booktitle = {KDD'09: Proc. 15th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining},
  year = {2009},
  pages = {527--536},
  url = {http://dl.acm.org/citation.cfm?id=1557080}
}
Singh, A.P. and Gordon, G.J. Relational learning via collective matrix factorization 2008 KDD'08: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 650-658  inproceedings URL 
BibTeX:
@inproceedings{SiGo08a,
  author = {Ajit P. Singh and Geoffrey J. Gordon},
  title = {Relational learning via collective matrix factorization},
  booktitle = {KDD'08: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
  year = {2008},
  pages = {650-658},
  url = {http://dl.acm.org/citation.cfm?id=1401969}
}
Acar, E., Kolda, T.G. and Dunlavy, D.M. All-at-once Optimization For Coupled Matrix and Tensor Factorizations 2011 KDD Workshop on Mining and Learning with Graphs  inproceedings URL 
BibTeX:
@inproceedings{2011_CMTF,
  author = {E. Acar and T. G. Kolda and D. M. Dunlavy},
  title = {All-at-once Optimization For Coupled Matrix and Tensor Factorizations},
  booktitle = {KDD Workshop on Mining and Learning with Graphs},
  year = {2011},
  url = {http://arxiv.org/abs/1105.3422v1}
}
Long, B., Wu, X., Zhang, Z.(M. and Yu, P.S. Unsupervised Learning on k-partite Graphs 2006 KDD '06: Proc. 12th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining, pp. 317-326  inproceedings URL 
BibTeX:
@inproceedings{LoWuZhYu06,
  author = {Bo Long and Xiaoyun Wu and Zhongfei (Mark) Zhang and Philip S. Yu},
  title = {Unsupervised Learning on k-partite Graphs},
  booktitle = {KDD '06: Proc. 12th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining},
  year = {2006},
  pages = {317--326},
  url = {http://dl.acm.org/citation.cfm?id=1150439}
}
Sui, J., Adali, T., Yu, Q., Chen, J. and Calhoun, V.D. A review of multivariate methods for multimodal fusion of brain imaging data 2012 Journal of Neuroscience Methods
Vol. 204, pp. 68-81 
article DOI  
BibTeX:
@article{SuAdYu12,
  author = {J. Sui and T. Adali and Q. Yu and J. Chen and V. D. Calhoun},
  title = {A review of multivariate methods for multimodal fusion of brain imaging data},
  journal = {Journal of Neuroscience Methods},
  year = {2012},
  volume = {204},
  pages = {68-81},
  doi = {http://doi.org/10.1016/j.jneumeth.2011.10.031}
}
Klami, A., Virtanen, S. and Kaski, S. Bayesian Canonical Correlation Analysis 2013 Journal of Machine Learning Research
Vol. 14, pp. 965-1003 
article URL 
BibTeX:
@article{KlViKa13,
  author = {A. Klami and S. Virtanen and S. Kaski},
  title = {Bayesian Canonical Correlation Analysis},
  journal = {Journal of Machine Learning Research},
  year = {2013},
  volume = {14},
  pages = {965-1003},
  url = {http://jmlr.org/papers/volume14/klami13a/klami13a.pdf}
}
Ziehe, A., Laskov, P., Nolte, G. and K.-R.Muller A Fast Algorithm for Joint Diagonalization with Non-orthogonal Transformations and its Application to Blind Source Separation 2004 Journal of Machine Learning Research
Vol. 5, pp. 777-800 
article URL 
BibTeX:
@article{ZiLaNoMu04,
  author = {A. Ziehe and P. Laskov and G. Nolte and K.-R.Muller},
  title = {A Fast Algorithm for Joint Diagonalization with Non-orthogonal Transformations and its Application to Blind Source Separation},
  journal = {Journal of Machine Learning Research},
  year = {2004},
  volume = {5},
  pages = {777-800},
  url = {http://dl.acm.org/citation.cfm?id=1016784}
}
Boccard, J. and Rudaz, S. Harnessing the complexity of metabolomic data with chemometrics 2014 Journal of Chemometrics
Vol. 28, pp. 1-9 
article URL 
BibTeX:
@article{BoRu14,
  author = {Julien Boccard and Serge Rudaz},
  title = {Harnessing the complexity of metabolomic data with chemometrics},
  journal = {Journal of Chemometrics},
  year = {2014},
  volume = {28},
  pages = {1-9},
  url = {http://onlinelibrary.wiley.com/doi/10.1002/cem.2567/abstract}
}
Smilde, A., Westerhuis, J.A. and Boque, R. Multiway multiblock component and covariates regression models 2000 Journal of Chemometrics
Vol. 14, pp. 301-331 
article URL 
BibTeX:
@article{SmWeBo00,
  author = {A.K. Smilde and Johan A. Westerhuis and Ricard Boque},
  title = {Multiway multiblock component and covariates regression models},
  journal = {Journal of Chemometrics},
  year = {2000},
  volume = {14},
  pages = {301-331},
  url = {http://onlinelibrary.wiley.com/doi/10.1002/1099-128X%28200005/06%2914:3%3C301::AID-CEM594%3E3.0.CO;2-H/abstract}
}
Smilde, A.K., Westerhuis, J.A. and de Jong, S. A framework for sequential multiblock component methods 2003 Journal of Chemometrics
Vol. 17, pp. 323-337 
article URL 
BibTeX:
@article{SmWeJo03,
  author = {A. K. Smilde and J. A. Westerhuis and S. de Jong},
  title = {A framework for sequential multiblock component methods},
  journal = {Journal of Chemometrics},
  year = {2003},
  volume = {17},
  pages = {323-337},
  url = {http://onlinelibrary.wiley.com/doi/10.1002/cem.811/abstract}
}
Westerhuis, J.A., Kourti, T. and Macgregor, J.F. Analysis of Multiblock and Hierarchical PCA and PLS Models 1998 Journal of Chemometrics
Vol. 12, pp. 301-321 
article URL 
BibTeX:
@article{WeKoMa98,
  author = {J. A. Westerhuis and T. Kourti and J. F. Macgregor},
  title = {Analysis of Multiblock and Hierarchical PCA and PLS Models},
  journal = {Journal of Chemometrics},
  year = {1998},
  volume = {12},
  pages = {301-321},
  url = {http://onlinelibrary.wiley.com/doi/10.1002/%28SICI%291099-128X%28199809/10%2912:5%3C301::AID-CEM515%3E3.0.CO;2-S/abstract}
}
Acar, E., Gurdeniz, G., Rasmussen, M.A., Rago, D., Dragsted, L.O. and Bro, R. Coupled Matrix Factorization with Sparse Factors to Identify Potential Biomarkers in Metabolomics 2012 International Journal of Knowledge Discovery in Bioinformatics
Vol. 3(3), pp. 22-43 
article URL 
BibTeX:
@article{2012_CMF,
  author = {E. Acar and G. Gurdeniz and M. A. Rasmussen and D. Rago and L. O. Dragsted and R. Bro},
  title = {Coupled Matrix Factorization with Sparse Factors to Identify Potential Biomarkers in Metabolomics},
  journal = {International Journal of Knowledge Discovery in Bioinformatics},
  year = {2012},
  volume = {3},
  number = {3},
  pages = {22-43},
  url = {http://www.igi-global.com/article/coupled-matrix-factorization-sparse-factors/77809}
}
Farias, R.C., Cohen, J.E. and Comon, P. Exploring multimodal data fusion through joint decompositions with flexible couplings 2016 IEEE Transactions on Signal Processing (To Appear)  article URL 
BibTeX:
@article{FaCoCo16,
  author = {R. C. Farias and J. E. Cohen and P. Comon},
  title = {Exploring multimodal data fusion through joint decompositions with flexible couplings},
  journal = {IEEE Transactions on Signal Processing (To Appear)},
  year = {2016},
  url = {https://arxiv.org/abs/1505.07717}
}
Comon, P. Blind Identification and Source Separation in 2 × 3 Under-determined mixtures 2004 IEEE Transactions on Signal Processing
Vol. 52, pp. 11-22 
article DOI  
BibTeX:
@article{Co04,
  author = {P. Comon},
  title = {Blind Identification and Source Separation in 2 × 3 Under-determined mixtures},
  journal = {IEEE Transactions on Signal Processing},
  year = {2004},
  volume = {52},
  pages = {11-22},
  doi = {http://doi.org/10.1109/TSP.2003.820073}
}
Seichepine, N., Essid, S., Févotte, C. and Cappé, O. Soft nonnegative matrix co-factorization 2014 IEEE Transactions on Signal Processing
Vol. 62, pp. 5940-5949 
article URL 
BibTeX:
@article{SeEsFeCa14,
  author = {N. Seichepine and S. Essid and C. Févotte and O. Cappé},
  title = {Soft nonnegative matrix co-factorization},
  journal = {IEEE Transactions on Signal Processing},
  year = {2014},
  volume = {62},
  pages = {5940-5949},
  url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6908018}
}
Yeredor, A. Non-orthogonal Joint Diagonalization in the Least-Squares Sense with Application in Blind Source Separation 2002 IEEE Transactions on Signal Processing
Vol. 50, pp. 1545-1553 
article URL 
BibTeX:
@article{Ye02,
  author = {Arie Yeredor},
  title = {Non-orthogonal Joint Diagonalization in the Least-Squares Sense with Application in Blind Source Separation},
  journal = {IEEE Transactions on Signal Processing},
  year = {2002},
  volume = {50},
  pages = {1545-1553},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=1011195&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D1011195}
}
Correa, N.M., Adali, T., Li, Y.-O. and Calhoun, V.D. Canonical Correlation Analysis for Data Fusion and Group Inferences 2010 IEEE Signal Processing Magazine
Vol. 27, pp. 39-50 
article URL 
BibTeX:
@article{CoAdLiCa10,
  author = {Nicolle M. Correa and Tulay Adali and Yi-Ou Li and Vince D. Calhoun},
  title = {Canonical Correlation Analysis for Data Fusion and Group Inferences},
  journal = {IEEE Signal Processing Magazine},
  year = {2010},
  volume = {27},
  pages = {39-50},
  url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=5484191}
}
Sorber, L., Barel, M.V. and De Lathauwer, L. Structured Data Fusion 2015 IEEE Journal on Selected Topics in Signal Processing
Vol. 9(4), pp. 586-600School: Tech. Report 13-177, ESAT-STADIUS, KU Leuven 
article URL 
BibTeX:
@article{SoBaLa15,
  author = {L. Sorber and M. Van Barel and L. De Lathauwer},
  title = {Structured Data Fusion},
  journal = {IEEE Journal on Selected Topics in Signal Processing},
  school = {Tech. Report 13-177, ESAT-STADIUS, KU Leuven},
  year = {2015},
  volume = {9},
  number = {4},
  pages = {586-600},
  url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7039240}
}
Virtanen, S., Klami, A. and Kaski, S. Bayesian CCA via Group Sparsity 2011 ICML'11: Proceedings of the 28th International Conference on Machine Learning, pp. 457-464  inproceedings URL 
BibTeX:
@inproceedings{ViKlKa11,
  author = {S. Virtanen and A. Klami and S. Kaski},
  title = {Bayesian CCA via Group Sparsity},
  booktitle = {ICML'11: Proceedings of the 28th International Conference on Machine Learning},
  year = {2011},
  pages = {457-464},
  url = {http://machinelearning.wustl.edu/mlpapers/paper_files/ICML2011Virtanen_318.pdf}
}
Long, B., Zhang, Z.(M., Wu, X. and Yu, P.S. Spectral Clustering for Multi-type Relational Data 2006 ICML'06: Proc. 23rd Int. Conf. on Machine Learning, pp. 585-592  inproceedings URL 
BibTeX:
@inproceedings{LoZhWuYu06,
  author = {Bo Long and Zhongfei (Mark) Zhang and Xiaoyun Wu and Philip S. Yu},
  title = {Spectral Clustering for Multi-type Relational Data},
  booktitle = {ICML'06: Proc. 23rd Int. Conf. on Machine Learning},
  year = {2006},
  pages = {585--592},
  url = {http://dl.acm.org/citation.cfm?id=1143918}
}
Acar, E., Gurdeniz, G., Rasmussen, M.A., Rago, D., Dragsted, L.O. and Bro, R. Coupled Matrix Factorization with Sparse Factors to Identify Potential Biomarkers in Metabolomics 2012 ICDM'12 Workshop Proceedings for the 3rd Workshop on Biological Data Mining and its Applications in Healthcare, pp. 1-8  inproceedings URL 
BibTeX:
@inproceedings{2012_ICDMBioDM,
  author = {Evrim Acar and Gozde Gurdeniz and Morten A. Rasmussen and Daniela Rago and Lars O. Dragsted and Rasmus Bro},
  title = {Coupled Matrix Factorization with Sparse Factors to Identify Potential Biomarkers in Metabolomics},
  booktitle = {ICDM'12 Workshop Proceedings for the 3rd Workshop on Biological Data Mining and its Applications in Healthcare},
  year = {2012},
  pages = {1-8},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6406416&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6406416}
}
Jeon, B., Jeon, I., Lee, S. and Kang, U. SCouT: Scalable Coupled Matrix-Tensor Factorization - Algorithm and Discoveries 2016 ICDE'16: Proceedings of the 32nd IEEE International Conference on Data Engineering (to appear)  inproceedings URL 
BibTeX:
@inproceedings{JeJe16,
  author = {B. Jeon and I. Jeon and S. Lee and U. Kang},
  title = {SCouT: Scalable Coupled Matrix-Tensor Factorization - Algorithm and Discoveries},
  booktitle = {ICDE'16: Proceedings of the 32nd IEEE International Conference on Data Engineering (to appear)},
  year = {2016},
  url = {http://datalab.snu.ac.kr/scout/paper_ICDE.pdf}
}
Simsekli, U., Cemgil, A.T. and Ermis, B. Learning Mixed Divergences In Coupled Matrix And Tensor Factorization Models 2015 ICASSP'15: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal, pp. 2120-2124  inproceedings DOI  
BibTeX:
@inproceedings{SiCeEr15,
  author = {U. Simsekli and A. T. Cemgil and B. Ermis},
  title = {Learning Mixed Divergences In Coupled Matrix And Tensor Factorization Models},
  booktitle = {ICASSP'15: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal},
  year = {2015},
  pages = {2120-2124},
  doi = {http://doi.org/10.1109/ICASSP.2015.7178345}
}
Seichepine, N., Essid, S., Févotte, C. and Cappé, O. Soft Nonnegative Matrix Co-factorization with Application to Multimodal Speaker Diarization 2013 ICASSP'13: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal  inproceedings URL 
BibTeX:
@inproceedings{SeEs13,
  author = {N. Seichepine and S. Essid and C. Févotte and O. Cappé},
  title = {Soft Nonnegative Matrix Co-factorization with Application to Multimodal Speaker Diarization},
  booktitle = {ICASSP'13: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal},
  year = {2013},
  url = {http://www.unice.fr/cfevotte/publications/proceedings/icassp13b.pdf}
}
Yoo, J. and Choi, S. Hierarchical variational Bayesian matrix co-factorization 2012 ICASSP'12: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal, pp. 1901-1904  inproceedings URL 
BibTeX:
@inproceedings{YoCh11,
  author = {Jiho Yoo and Seungjin Choi},
  title = {Hierarchical variational Bayesian matrix co-factorization},
  booktitle = {ICASSP'12: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal},
  year = {2012},
  pages = {1901--1904},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6288275&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6288275}
}
Yoo, J., Kim, M., Kang, K. and Choi, S. Nonnegative matrix partial co-factorization for drum source separation 2010 ICASSP'10: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal, pp. 1942-1945  inproceedings URL 
BibTeX:
@inproceedings{YoKiKaCh10,
  author = {Jiho Yoo and Minje Kim and Kyeongok Kang and Seungjin Choi},
  title = {Nonnegative matrix partial co-factorization for drum source separation},
  booktitle = {ICASSP'10: Proc. IEEE Int. Conf. on Acoustics, Speech and Signal},
  year = {2010},
  pages = {1942-1945},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=5784291&url=http%3A%2F%2Fieeexplore.ieee.org%2Fiel5%2F4200690%2F6018327%2F05784291.pdf%3Farnumber%3D5784291}
}
Campi, C., Parkkonen, L.T., Hari, R. and Hyvärinen, A. Non-linear canonical correlation for joint analysis of MEG signals from two subjects 2013 Frontiers in Neuroscience
Vol. 7(107) 
article DOI  
BibTeX:
@article{CaPa13,
  author = {Campi, Cristina and Parkkonen, Lauri Tapio and Hari, Riitta and Hyvärinen, Aapo},
  title = {Non-linear canonical correlation for joint analysis of MEG signals from two subjects},
  journal = {Frontiers in Neuroscience},
  year = {2013},
  volume = {7},
  number = {107},
  doi = {http://doi.org/10.3389/fnins.2013.00107}
}
Cohen, J.E., Farias, R.C. and Comon, P. Joint Tensor Compression for Coupled Canonical Polyadic Decompositions 2016 Eusipco'16:Proceedings of the 24th European Signal Processing Conference  inproceedings URL 
BibTeX:
@inproceedings{CoFaCo16,
  author = {J. E. Cohen and R. C. Farias and P. Comon},
  title = {Joint Tensor Compression for Coupled Canonical Polyadic Decompositions},
  booktitle = {Eusipco'16:Proceedings of the 24th European Signal Processing Conference},
  year = {2016},
  url = {https://hal.archives-ouvertes.fr/hal-01326132/document}
}
Acar, E., Nilsson, M. and Saunders, M. A Flexible Modeling Framework for Coupled Matrix and Tensor Factorizations 2014 Eusipco'14: Proceedings of the 22nd European Signal Processing Conference, pp. 111-115  inproceedings URL 
BibTeX:
@inproceedings{AcNiSa14,
  author = {E. Acar and M. Nilsson and M. Saunders},
  title = {A Flexible Modeling Framework for Coupled Matrix and Tensor Factorizations},
  booktitle = {Eusipco'14: Proceedings of the 22nd European Signal Processing Conference},
  year = {2014},
  pages = {111-115},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6952001&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6952001}
}
Lahat, D., Adali, T. and Jutten, C. Challenges in Multimodal Data Fusion 2014 Eusipco'14: Proceedings of the 22nd European Signal Processing Conference  inproceedings URL 
BibTeX:
@inproceedings{LaAdJu14,
  author = {Dana Lahat and Tulay Adali and Christian Jutten},
  title = {Challenges in Multimodal Data Fusion},
  booktitle = {Eusipco'14: Proceedings of the 22nd European Signal Processing Conference},
  year = {2014},
  url = {http://www.gipsa-lab.grenoble-inp.fr/~dana.lahat/Lahat_Adali_Jutten_EUSIPCO2014_paper.pdf}
}
Swinnen, W., Hunyadi, B., Acar, E., Huffel, S.V. and Vos, M.D. Incorporating Higher Dimensionality in Joint Decomposition of EEG and fMRI 2014 Eusipco'14: Proceedings of the 22nd European Signal Processing Conference, pp. 121-125  inproceedings URL 
BibTeX:
@inproceedings{SwHuAcHuVo14,
  author = {W. Swinnen and B. Hunyadi and E. Acar and S. Van Huffel and M. De Vos},
  title = {Incorporating Higher Dimensionality in Joint Decomposition of EEG and fMRI},
  booktitle = {Eusipco'14: Proceedings of the 22nd European Signal Processing Conference},
  year = {2014},
  pages = {121-125},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6952003&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6952003}
}
Simsekli, U., Ermis, B., Cemgil, A.T. and Acar, E. Optimal Weight Learning for Coupled Tensor Factorization with Mixed Divergences 2013 Eusipco'13: Proceedings of 21st European Signal Processing Conference, pp. 1-5  inproceedings URL 
BibTeX:
@inproceedings{SiErCeAc13,
  author = {U. Simsekli and B. Ermis and A. T. Cemgil and E. Acar},
  title = {Optimal Weight Learning for Coupled Tensor Factorization with Mixed Divergences},
  booktitle = {Eusipco'13: Proceedings of 21st European Signal Processing Conference},
  year = {2013},
  pages = {1-5},
  url = {http://www.eurasip.org/Proceedings/Eusipco/Eusipco2013/papers/1569746439.pdf}
}
Becker, H., Comon, P. and Albera, L. Tensor-based Processing of Combined EEG/MEG Data 2012 Eusipco'12: Proceedings of the 20th European Signal Processing Conference, pp. 275-279  inproceedings URL 
BibTeX:
@inproceedings{BeCoAl12,
  author = {H. Becker and P. Comon and L. Albera},
  title = {Tensor-based Processing of Combined EEG/MEG Data},
  booktitle = {Eusipco'12: Proceedings of the 20th European Signal Processing Conference},
  year = {2012},
  pages = {275-279},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6333946&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6333946}
}
Acar, E., Lawaetz, A.J., Rasmussen, M.A. and Bro, R. Structure-Revealing Data Fusion Model with Applications in Metabolomics 2013 EMBS'13: Proceedings of 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 6023-6026  inproceedings URL 
BibTeX:
@inproceedings{2013_EMBS,
  author = {E. Acar and A. J. Lawaetz and M. A. Rasmussen and R. Bro},
  title = {Structure-Revealing Data Fusion Model with Applications in Metabolomics},
  booktitle = {EMBS'13: Proceedings of 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society},
  year = {2013},
  pages = {6023-6026},
  url = {http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6610925&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6610925}
}
Rivet, B., Duda, M., Guerin-Dugue, A., Jutten, C. and Comon, P. Multimodal approach to estimate the ocular movements during EEG recordings: a coupled tensor factorization method 2015 EMBC'15: Proceedings of 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society  inproceedings URL 
BibTeX:
@inproceedings{RiDuGu15,
  author = {B. Rivet and M. Duda and A. Guerin-Dugue and C. Jutten and P. Comon},
  title = {Multimodal approach to estimate the ocular movements during EEG recordings: a coupled tensor factorization method},
  booktitle = {EMBC'15: Proceedings of 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society},
  year = {2015},
  url = {https://hal.archives-ouvertes.fr/hal-01195942}
}
Ermis, B., Acar, E. and Cemgil, A.T. Link Prediction via Generalized Coupled Tensor Factorisation 2012 ECML/PKDD Workshop on Collective Learning and Inference on Structured Data  inproceedings URL 
BibTeX:
@inproceedings{2012_Colisd,
  author = {Beyza Ermis and Evrim Acar and A. Taylan Cemgil},
  title = {Link Prediction via Generalized Coupled Tensor Factorisation},
  booktitle = {ECML/PKDD Workshop on Collective Learning and Inference on Structured Data},
  year = {2012},
  url = {http://arxiv.org/abs/1208.6231}
}
Khan, S.A. and Kaski, S. Bayesian Multi-view Tensor Factorization 2014 ECML/PKDD '14: Proc. European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases  inproceedings URL 
BibTeX:
@inproceedings{KhKa14,
  author = {S. A. Khan and S. Kaski},
  title = {Bayesian Multi-view Tensor Factorization},
  booktitle = {ECML/PKDD '14: Proc. European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
  year = {2014},
  url = {http://research.ics.aalto.fi/mi/online-papers/khan2014ecml.pdf}
}
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BibTeX:
@inproceedings{NaHaToKa11,
  author = {Atsuhiro Narita and Kohei Hayashi and Ryota Tomioka and Hisashi Kashima},
  title = {Tensor Factorization Using Auxiliary Information},
  booktitle = {ECML PKDD '11: Proc. European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
  year = {2011},
  pages = {501-516},
  url = {http://link.springer.com/content/pdf/10.1007%2F978-3-642-23783-6_32.pdf}
}
Ermis, B., Acar, E. and Cemgil, A.T. Link prediction in heterogeneous data via generalized coupled tensor factorization 2015 Data Mining and Knowledge Discovery
Vol. 29, pp. 203-236 
article URL 
BibTeX:
@article{2013_DMKD,
  author = {B. Ermis and E. Acar and A. T. Cemgil},
  title = {Link prediction in heterogeneous data via generalized coupled tensor factorization},
  journal = {Data Mining and Knowledge Discovery},
  year = {2015},
  volume = {29},
  pages = {203-236},
  url = {http://link.springer.com/article/10.1007/s10618-013-0341-y}
}
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article DOI  
BibTeX:
@article{JuTa06,
  author = {A. De Juan and R. Tauler},
  title = {Multivariate Curve Resolution (MCR) from 2000: Progress in Concepts and Applications},
  journal = {Critical Reviews in Analytical Chemistry},
  year = {2006},
  volume = {36},
  pages = {163-176},
  doi = {http://doi.org/10.1080/10408340600970005}
}
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BibTeX:
@article{KoBeVo09,
  author = {Yehuda Koren and R. Bell and C. Volinsky},
  title = {Matrix Factorization Techniques for Recommender Systems},
  journal = {Computer},
  year = {2009},
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}
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BibTeX:
@article{HaLu94,
  author = {R. A. Harshman and M. E. Lundy},
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  journal = {Computational Statistics and Data Analysis},
  year = {1994},
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Vol. 53, pp. 1086-1098 
article URL 
BibTeX:
@article{Wilderjans2009,
  author = {T. F. Wilderjans and Eva Ceulemans and Iven Van Mechelen},
  title = {Simultaneous analysis of coupled data blocks differing in size: A comparison of two weighting schemes},
  journal = {Computational Statistics and Data Analysis},
  year = {2009},
  volume = {53},
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}
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BibTeX:
@inproceedings{DrDi14,
  author = {L. R. Drumond and E. Diaz-Aviles and L. Schmidt-Thieme and W. Nejdl},
  title = {Optimizing Multi-Relational Factorization Models for Multiple Target Relations},
  booktitle = {CIKM'14: Proc. 23rd ACM Conf. on Information and Knowledge Management},
  year = {2014},
  pages = {191-200},
  url = {http://dl.acm.org/citation.cfm?id=2662052}
}
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BibTeX:
@inproceedings{JiCuLi12,
  author = {Meng Jiang and Peng Cui and Rui Liu and Qiang Yang and Fei Wang and Wenwu Zhu and Shiqiang Yang},
  title = {Social contextual recommendation},
  booktitle = {CIKM'12: Proc. 21st ACM Conf. on Information and Knowledge Management},
  year = {2012},
  pages = {45--54},
  url = {http://dl.acm.org/citation.cfm?id=2396771}
}
Ma, H., Yang, H., Lyu, M.R. and King, I. SoRec: Social recommendation using probabilistic matrix factorization 2008 CIKM'08: Proc. 17th ACM Conf. on Information and Knowledge Management, pp. 931-940  inproceedings URL 
BibTeX:
@inproceedings{MaYaLyKi08,
  author = {H. Ma and H. Yang and M. R. Lyu and I. King},
  title = {SoRec: Social recommendation using probabilistic matrix factorization},
  booktitle = {CIKM'08: Proc. 17th ACM Conf. on Information and Knowledge Management},
  year = {2008},
  pages = {931-940},
  url = {http://dl.acm.org/citation.cfm?id=1458205}
}
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Vol. 129, pp. 53-63 
article URL 
BibTeX:
@article{2013_Chem,
  author = {Evrim Acar and Morten Arendt Rasmussen and Francesco Savorani and Tormod Nćs and Rasmus Bro},
  title = {Understanding data fusion within the framework of coupled matrix and tensor factorizations},
  journal = {Chemometrics and Intelligent Laboratory Systems},
  year = {2013},
  volume = {129},
  pages = {53-63},
  url = {http://www.sciencedirect.com/science/article/pii/S0169743913001226}
}
Mechelen, I.V. and Smilde, A.K. A generic linked-mode decomposition model for data fusion 2010 Chemometrics and Intelligent Laboratory Systems
Vol. 104(1), pp. 83-94 
article URL 
BibTeX:
@article{MeSm10,
  author = {Iven Van Mechelen and Age K. Smilde},
  title = {A generic linked-mode decomposition model for data fusion},
  journal = {Chemometrics and Intelligent Laboratory Systems},
  year = {2010},
  volume = {104},
  number = {1},
  pages = {83-94},
  url = {http://www.sciencedirect.com/science/article/pii/S0169743910000614}
}
Muteki, K., MacGregor, J.F. and Ueda, T. Estimation of missing data using latent variable methods with auxiliary information 2005 Chemometrics and Intelligent Laboratory Systems
Vol. 78, pp. 41-50 
article URL 
BibTeX:
@article{MuMaUe05,
  author = {Koji Muteki and John F. MacGregor and Toshihiro Ueda},
  title = {Estimation of missing data using latent variable methods with auxiliary information},
  journal = {Chemometrics and Intelligent Laboratory Systems},
  year = {2005},
  volume = {78},
  pages = {41-50},
  url = {http://www.sciencedirect.com/science/article/pii/S0169743904002849}
}
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Vol. 47, pp. 109-126 
article DOI  
BibTeX:
@article{KiBe94,
  author = {H. A. L. Kiers and J. M. F. Ten Berge},
  title = {Hierarchical relations between methods for simultaneous component analysis and a technique - for rotation to a simple simultaneous structure},
  journal = {British Journal of Mathematical and Statistical Psychology},
  year = {1994},
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Vol. 59, pp. 301-320 
article DOI  
BibTeX:
@article{Ti06,
  author = {M. E. Timmerman},
  title = {Multilievel Component Analysis},
  journal = {British Journal of Mathematical and Statistical Psychology},
  year = {2006},
  volume = {59},
  pages = {301-320},
  doi = {http://doi.org/10.1348/000711005X67599}
}
Wilderjans, T.F., Ceulemans, E., Mechelen, I.V. and van den Berg, R.A. Simultaneous analysis of coupled data matrices subject to different amounts of noise 2011 British Journal of Mathematical and Statistical Psychology
Vol. 64, pp. 277-290 
article DOI  
BibTeX:
@article{WiCeMeBe11,
  author = {T. F. Wilderjans and E. Ceulemans and I. Van Mechelen and R. A. van den Berg},
  title = {Simultaneous analysis of coupled data matrices subject to different amounts of noise},
  journal = {British Journal of Mathematical and Statistical Psychology},
  year = {2011},
  volume = {64},
  pages = {277-290},
  doi = {http://doi.org/10.1348/000711010X513263}
}
Xiao, X., Dawson, N., MacIntyre, L., Morris, B.J., Pratt, J.A., Watson, D.G. and Higham, D.J. Exploring metabolic pathway disruption in the subchronic phencyclidine model of schizophrenia with the Generalized Singular Value Decomposition 2011 BMC Systems Biology
Vol. 5, pp. 72 
article URL 
BibTeX:
@article{XiDa11,
  author = {X. Xiao and N. Dawson and L. MacIntyre and B. J. Morris and J. A. Pratt and D. G. Watson and D. J. Higham},
  title = {Exploring metabolic pathway disruption in the subchronic phencyclidine model of schizophrenia with the Generalized Singular Value Decomposition},
  journal = {BMC Systems Biology},
  year = {2011},
  volume = {5},
  pages = {72},
  url = {http://www.biomedcentral.com/1752-0509/5/72}
}
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article URL 
BibTeX:
@article{AcPaGu14,
  author = {E. Acar and E. E. Papalexakis and G. Gurdeniz and M. A. Rasmussen and A. J. Lawaetz and M. Nilsson and R. Bro},
  title = {Structure-Revealing Data Fusion},
  journal = {BMC Bioinformatics},
  year = {2014},
  volume = {15},
  pages = {239},
  url = {http://www.biomedcentral.com/1471-2105/15/239}
}
van Deun, K., Smilde, A.K., van der Werf, M.J., Kiers, H.A. and van Mechelen, I. A structured overview of simultaneous component based data integration 2009 BMC Bioinformatics
Vol. 10, pp. 246 
article URL 
BibTeX:
@article{DeSmWe09,
  author = {Katrijn van Deun and Age K. Smilde and Mariet J. van der Werf and Henk A.L. Kiers and Iven van Mechelen},
  title = {A structured overview of simultaneous component based data integration},
  journal = {BMC Bioinformatics},
  year = {2009},
  volume = {10},
  pages = {246},
  url = {http://www.biomedcentral.com/1471-2105/10/246}
}
van Deun, K., Wilderjans, T.F., van den Berg, R.A., Antoniadis, A. and van Mechelen, I. A flexible framework for sparse simultaneous component based data integration 2011 BMC Bioinformatics
Vol. 12, pp. 448 
article URL 
BibTeX:
@article{DeWiBeAn11,
  author = {Katrijn van Deun and Tom F Wilderjans and Robert A van den Berg and Anestis Antoniadis and Iven van Mechelen},
  title = {A flexible framework for sparse simultaneous component based data integration},
  journal = {BMC Bioinformatics},
  year = {2011},
  volume = {12},
  pages = {448},
  url = {http://www.biomedcentral.com/1471-2105/12/448}
}
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Vol. 17, pp. 195 
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BibTeX:
@article{KlLeCo16,
  author = {F. M. van der Kloet and P. S. Leon and A. Conesa and A. K. Smilde and J. A. Westerhuis},
  title = {Separating common from distinctive variation},
  journal = {BMC Bioinformatics},
  year = {2016},
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}
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@article{Ho36,
  author = {Harold Hotelling},
  title = {Relations Between Two Sets of Variates},
  journal = {Biometrika},
  year = {1936},
  volume = {28},
  pages = {321--377},
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BibTeX:
@article{HuSuNiOrKa10,
  author = {I. Huopaniemi and T. Suvitaival and J. Nikkilä and M. Oresic and S. Kaski},
  title = {Multivariate multi-way analysis of multi-source data},
  journal = {Bioinformatics},
  year = {2010},
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BibTeX:
@article{RaZhLu14,
  author = {P. Ray and L. Zheng and J. Lucas and L. Carin},
  title = {Bayesian Joint Analysis of Heterogeneous Genomics Data},
  journal = {Bioinformatics},
  year = {2014},
  url = {http://bioinformatics.oxfordjournals.org/content/early/2014/01/30/bioinformatics.btu064.abstract},
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}
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Vol. 41, pp. 1073-1082 
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BibTeX:
@article{Wilderjans2009b,
  author = {T. F. Wilderjans and E. Ceulemans and H. A. L. Kiers and K. Meers},
  title = {The LMPCA program: A graphical user interface for fitting the Linked-Mode PARAFAC-PCA model to coupled real-valued data},
  journal = {Behavior Research Methods},
  year = {2009},
  volume = {41},
  pages = {1073-1082},
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@article{ZhZhXiYa12,
  author = {Vincent W. Zheng and Yu Zheng and Xing Xie and Qiang Yang},
  title = {Towards mobile intelligence: Learning from GPS history data for collaborative recommendation},
  journal = {Artificial Intelligence},
  year = {2012},
  volume = {184-185},
  pages = {17-37},
  url = {http://research.microsoft.com/apps/pubs/default.aspx?id=159308}
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@article{SkBaBr08,
  author = {Thomas Skov and Davide Ballabio and Rasmus Bro},
  title = {Multiblock variance partitioning: A new approach for comparing variation in multiple data blocks},
  journal = {Analytica Chimica Acta},
  year = {2008},
  volume = {615},
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Bouchard, G., Guo, S. and Yin, D. Convex Collective Matrix Factorization 2013 AISTATS' 13: Proceedings of the 16th International Conference on Artificial Intelligence and Statistics, pp. 144-152  inproceedings URL 
BibTeX:
@inproceedings{BoGuYi13,
  author = {Guillaume Bouchard and S. Guo and D. Yin},
  title = {Convex Collective Matrix Factorization},
  booktitle = {AISTATS' 13: Proceedings of the 16th International Conference on Artificial Intelligence and Statistics},
  year = {2013},
  pages = {144-152},
  url = {http://jmlr.org/proceedings/papers/v31/bouchard13a.pdf}
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Zheng, V.W., Cao, B., Zheng, Y., Xie, X. and Yang, Q. Collaborative Filtering Meets Mobile Recommendation: A User-centered Approach 2010 AAAI'10: Proc. 24th Conf. on Artificial Intelligence, pp. 236-241  inproceedings URL 
BibTeX:
@inproceedings{ZhCaZhXiYa10,
  author = {Vincent W. Zheng and Bin Cao and Yu Zheng and Xing Xie and Qiang Yang},
  title = {Collaborative Filtering Meets Mobile Recommendation: A User-centered Approach},
  booktitle = {AAAI'10: Proc. 24th Conf. on Artificial Intelligence},
  year = {2010},
  pages = {236-241},
  url = {http://research.microsoft.com/apps/pubs/default.aspx?id=143146}
}