Author | Title | Year | Journal/Proceedings | Reftype | DOI/URL |
---|---|---|---|---|---|

Kettenring, J.R. | Canonical Analysis of Several Sets of Variables [BibTeX] |
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} } |
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Morton, J. and Lim, L.-H. | Principal Cumulant Component Analysis [BibTeX] |
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} } |
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Ren, C., Farias, R.C., Amblard, P.O. and Comon, P. | Performance bounds for coupled models [BibTeX] |
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} } |
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Nickel, M., Tresp, V. and Kriegel, H.P. | Factorizing YAGO:Scalable Machine Learning for Linked Data [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Zhang, Y., Cao, B. and Yeung, D.-Y. | Multi-Domain Collaborative Filtering [BibTeX] |
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} } |
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Singh, A.P. and Gordon, G.J. | A Bayesian Matrix Factorization Model for Relational Data [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Liu, W., Chan, J., Bailey, J., Leckie, C. and Ramamohanarao, K. | Mining Labelled Tensors by Discovering both their Common and Discriminative Subspaces [BibTeX] |
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} } |
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Banerjee, A., Basu, S. and Merugu, S. | Multi-way Clustering on Relation Graphs [BibTeX] |
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} } |
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Harshman, R.A. and Lundy, M.E. | Data preprocessing and the extended PARAFAC model [BibTeX] |
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} } |
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Levin, J. | Simultaneous Factor Analysis of Several Gramian Matrices [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Tucker, L.R. | An Inter-battery Method of factor analysis [BibTeX] |
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} } |
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Acar, E., Bro, R. and Smilde, A.K. | Data Fusion in Metabolomics using Coupled Matrix and Tensor Factorizations [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Adali, T., Schwartz, Y.L. and Calhoun, V.D. | Multimodal Data Fusion Using Source Separation: Application to Medical Imaging [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Lahat, D., Adali, T. and Jutten, C. | Multimodal Data Fusion: An Overview of Methods, Challenges, and Prospects [BibTeX] |
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} } |
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Van Mechelen, I. and Ceulemans, E. | Component- and Factor-Based Models for Data Fusion in the Behavioral Sciences [BibTeX] |
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} } |
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Farias, R.C., Cohen, J.E., Jutten, C. and Comon, P. | Joint decompositions with flexible couplings [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Acar, E., Plopper, G.E. and Yener, B. | Coupled Analysis of in Vitro and Histology Tissue Samples to Quantify Structure-Function Relationship [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Kargupta, H., Huang, W., Sivakumar, K., Park, B.-H. and Wang, S. | Collective Principal Component Analysis from Distributed, Heterogeneous Data [BibTeX] |
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} } |
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Badea, L. | Extracting Gene Expression Profiles Common to Colon and Pancreatic Adenocarcinoma using Simultaneous Nonnegative Matrix Factorization [BibTeX] |
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} } |
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Yilmaz, Y.K., Cemgil, A.T. and Simsekli, U. | Generalised Coupled Tensor Factorisation [BibTeX] |
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} } |
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Jia, Y., Salzmann, M. and Darrell, T. | Factorized Latent Spaces with Structured Sparsity [BibTeX] |
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} } |
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Simsekli, U., Ermis, B., Oztoprak, F., Birbil, S.I. and Cemgil, A.T. | Parallel and Distributed Inference in Coupled Tensor Factorization Models [BibTeX] |
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} } |
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Calhoun, V., Adali, T., Pearlson, G. and Kiehl, K. | Neuronal chronometry of target detection: Fusion of hemodynamic and event-related potential data [BibTeX] |
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} } |
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Groves, A.R., Beckmann, C.F., Smith, S.M. and Woolrich, M.W. | Linked independent component analysis for multimodal data fusion [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Khan, S.A., Leppaaho, E. and Kaski, S. | Bayesian multi-tensor factorization [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Menon, A.K., Chitrapura, K.P., Garg, S., Agarwal, D. and Kota, N. | Response prediction using collaborative filtering with hierarchies and side-information [BibTeX] |
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} } |
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Gupta, S.K., Phung, D., Adams, B., Tran, T. and Venkatesh, S. | Nonnegative Shared Subspace Learning and Its Application to Social Media Retrieval [BibTeX] |
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} } |
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Lin, Y.-R., Sun, J., Castro, P., Konuru, R., Sundaram, H. and Kelliher, A. | MetaFac: community discovery via relational hypergraph factorization [BibTeX] |
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} } |
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Singh, A.P. and Gordon, G.J. | Relational learning via collective matrix factorization [BibTeX] |
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} } |
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Acar, E., Kolda, T.G. and Dunlavy, D.M. | All-at-once Optimization For Coupled Matrix and Tensor Factorizations [BibTeX] |
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} } |
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Long, B., Wu, X., Zhang, Z.(M. and Yu, P.S. | Unsupervised Learning on k-partite Graphs [BibTeX] |
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} } |
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Sui, J., Adali, T., Yu, Q., Chen, J. and Calhoun, V.D. | A review of multivariate methods for multimodal fusion of brain imaging data [BibTeX] |
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} } |
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Klami, A., Virtanen, S. and Kaski, S. | Bayesian Canonical Correlation Analysis [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Boccard, J. and Rudaz, S. | Harnessing the complexity of metabolomic data with chemometrics [BibTeX] |
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} } |
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Smilde, A., Westerhuis, J.A. and Boque, R. | Multiway multiblock component and covariates regression models [BibTeX] |
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} } |
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Smilde, A.K., Westerhuis, J.A. and de Jong, S. | A framework for sequential multiblock component methods [BibTeX] |
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} } |
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Westerhuis, J.A., Kourti, T. and Macgregor, J.F. | Analysis of Multiblock and Hierarchical PCA and PLS Models [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Farias, R.C., Cohen, J.E. and Comon, P. | Exploring multimodal data fusion through joint decompositions with flexible couplings [BibTeX] |
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} } |
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Comon, P. | Blind Identification and Source Separation in 2 × 3 Under-determined mixtures [BibTeX] |
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} } |
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Seichepine, N., Essid, S., Févotte, C. and Cappé, O. | Soft nonnegative matrix co-factorization [BibTeX] |
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} } |
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Yeredor, A. | Non-orthogonal Joint Diagonalization in the Least-Squares Sense with Application in Blind Source Separation [BibTeX] |
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} } |
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Correa, N.M., Adali, T., Li, Y.-O. and Calhoun, V.D. | Canonical Correlation Analysis for Data Fusion and Group Inferences [BibTeX] |
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} } |
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Sorber, L., Barel, M.V. and De Lathauwer, L. | Structured Data Fusion [BibTeX] |
2015 | IEEE Journal on Selected Topics in Signal Processing Vol. 9(4), pp. 586-600 School: 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} } |
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Virtanen, S., Klami, A. and Kaski, S. | Bayesian CCA via Group Sparsity [BibTeX] |
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} } |
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Long, B., Zhang, Z.(M., Wu, X. and Yu, P.S. | Spectral Clustering for Multi-type Relational Data [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Jeon, B., Jeon, I., Lee, S. and Kang, U. | SCouT: Scalable Coupled Matrix-Tensor Factorization - Algorithm and Discoveries [BibTeX] |
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} } |
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Simsekli, U., Cemgil, A.T. and Ermis, B. | Learning Mixed Divergences In Coupled Matrix And Tensor Factorization Models [BibTeX] |
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} } |
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Seichepine, N., Essid, S., Févotte, C. and Cappé, O. | Soft Nonnegative Matrix Co-factorization with Application to Multimodal Speaker Diarization [BibTeX] |
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} } |
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Yoo, J. and Choi, S. | Hierarchical variational Bayesian matrix co-factorization [BibTeX] |
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} } |
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Yoo, J., Kim, M., Kang, K. and Choi, S. | Nonnegative matrix partial co-factorization for drum source separation [BibTeX] |
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} } |
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Campi, C., Parkkonen, L.T., Hari, R. and HyvĂ¤rinen, A. | Non-linear canonical correlation for joint analysis of MEG signals from two subjects [BibTeX] |
2013 | Frontiers in Neuroscience Vol. 7(107) |
article | DOI |

BibTeX:
@article{CaPa13, author = {Campi, Cristina and Parkkonen, Lauri Tapio and Hari, Riitta and HyvĂ¤rinen, 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} } |
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Cohen, J.E., Farias, R.C. and Comon, P. | Joint Tensor Compression for Coupled Canonical Polyadic Decompositions [BibTeX] |
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} } |
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Acar, E., Nilsson, M. and Saunders, M. | A Flexible Modeling Framework for Coupled Matrix and Tensor Factorizations [BibTeX] |
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} } |
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Lahat, D., Adali, T. and Jutten, C. | Challenges in Multimodal Data Fusion [BibTeX] |
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} } |
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Swinnen, W., Hunyadi, B., Acar, E., Huffel, S.V. and Vos, M.D. | Incorporating Higher Dimensionality in Joint Decomposition of EEG and fMRI [BibTeX] |
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} } |
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Simsekli, U., Ermis, B., Cemgil, A.T. and Acar, E. | Optimal Weight Learning for Coupled Tensor Factorization with Mixed Divergences [BibTeX] |
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} } |
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Becker, H., Comon, P. and Albera, L. | Tensor-based Processing of Combined EEG/MEG Data [BibTeX] |
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} } |
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Acar, E., Lawaetz, A.J., Rasmussen, M.A. and Bro, R. | Structure-Revealing Data Fusion Model with Applications in Metabolomics [BibTeX] |
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} } |
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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 [BibTeX] |
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} } |
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Ermis, B., Acar, E. and Cemgil, A.T. | Link Prediction via Generalized Coupled Tensor Factorisation [BibTeX] |
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} } |
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Khan, S.A. and Kaski, S. | Bayesian Multi-view Tensor Factorization [BibTeX] |
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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Narita, A., Hayashi, K., Tomioka, R. and Kashima, H. | Tensor Factorization Using Auxiliary Information [BibTeX] |
2011 | ECML PKDD '11: Proc. European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, pp. 501-516 | inproceedings | URL |

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} } |
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Ermis, B., Acar, E. and Cemgil, A.T. | Link prediction in heterogeneous data via generalized coupled tensor factorization [BibTeX] |
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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De Juan, A. and Tauler, R. | Multivariate Curve Resolution (MCR) from 2000: Progress in Concepts and Applications [BibTeX] |
2006 | Critical Reviews in Analytical Chemistry Vol. 36, pp. 163-176 |
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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Koren, Y., Bell, R. and Volinsky, C. | Matrix Factorization Techniques for Recommender Systems [BibTeX] |
2009 | Computer Vol. 42, pp. 30-37 |
article | URL |

BibTeX:
@article{KoBeVo09, author = {Yehuda Koren and R. Bell and C. Volinsky}, title = {Matrix Factorization Techniques for Recommender Systems}, journal = {Computer}, year = {2009}, volume = {42}, pages = {30-37}, url = {http://dl.acm.org/citation.cfm?id=1608614} } |
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Harshman, R.A. and Lundy, M.E. | PARAFAC: Parallel Factor Analysis [BibTeX] |
1994 | Computational Statistics and Data Analysis Vol. 18, pp. 39-72 |
article | URL |

BibTeX:
@article{HaLu94, author = {R. A. Harshman and M. E. Lundy}, title = {PARAFAC: Parallel Factor Analysis}, journal = {Computational Statistics and Data Analysis}, year = {1994}, volume = {18}, pages = {39-72}, url = {http://defiant.ssc.uwo.ca/faculty/harshman/csda94.pdf} } |
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Wilderjans, T.F., Ceulemans, E. and Mechelen, I.V. | Simultaneous analysis of coupled data blocks differing in size: A comparison of two weighting schemes [BibTeX] |
2009 | Computational Statistics and Data Analysis 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}, pages = {1086-1098}, url = {http://dl.acm.org/citation.cfm?id=1497740} } |
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Drumond, L.R., Diaz-Aviles, E., Schmidt-Thieme, L. and Nejdl, W. | Optimizing Multi-Relational Factorization Models for Multiple Target Relations [BibTeX] |
2014 | CIKM'14: Proc. 23rd ACM Conf. on Information and Knowledge Management, pp. 191-200 | inproceedings | URL |

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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Jiang, M., Cui, P., Liu, R., Yang, Q., Wang, F., Zhu, W. and Yang, S. | Social contextual recommendation [BibTeX] |
2012 | CIKM'12: Proc. 21st ACM Conf. on Information and Knowledge Management, pp. 45-54 | inproceedings | URL |

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} } |
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Ma, H., Yang, H., Lyu, M.R. and King, I. | SoRec: Social recommendation using probabilistic matrix factorization [BibTeX] |
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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Acar, E., Rasmussen, M.A., Savorani, F., Nćs, T. and Bro, R. | Understanding data fusion within the framework of coupled matrix and tensor factorizations [BibTeX] |
2013 | Chemometrics and Intelligent Laboratory Systems 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} } |
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Mechelen, I.V. and Smilde, A.K. | A generic linked-mode decomposition model for data fusion [BibTeX] |
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} } |
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Muteki, K., MacGregor, J.F. and Ueda, T. | Estimation of missing data using latent variable methods with auxiliary information [BibTeX] |
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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Kiers, H.A.L. and Berge, J.M.F.T. | Hierarchical relations between methods for simultaneous component analysis and a technique - for rotation to a simple simultaneous structure [BibTeX] |
1994 | British Journal of Mathematical and Statistical Psychology 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}, volume = {47}, pages = {109-126}, doi = {http://doi.org/10.1111/j.2044-8317.1994.tb01027.x} } |
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Timmerman, M.E. | Multilievel Component Analysis [BibTeX] |
2006 | British Journal of Mathematical and Statistical Psychology 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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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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Acar, E., Papalexakis, E.E., Gurdeniz, G., Rasmussen, M.A., Lawaetz, A.J., Nilsson, M. and Bro, R. | Structure-Revealing Data Fusion [BibTeX] |
2014 | BMC Bioinformatics Vol. 15, pp. 239 |
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} } |
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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 [BibTeX] |
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} } |
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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 [BibTeX] |
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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van der Kloet, F.M., Leon, P.S., Conesa, A., Smilde, A.K. and Westerhuis, J.A. | Separating common from distinctive variation [BibTeX] |
2016 | BMC Bioinformatics Vol. 17, pp. 195 |
article | DOI |

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}, volume = {17}, pages = {195}, doi = {http://doi.org/10.1186/s12859-016-1037-2} } |
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Hotelling, H. | Relations Between Two Sets of Variates [BibTeX] |
1936 | Biometrika Vol. 28, pp. 321-377 |
article | URL |

BibTeX:
@article{Ho36, author = {Harold Hotelling}, title = {Relations Between Two Sets of Variates}, journal = {Biometrika}, year = {1936}, volume = {28}, pages = {321--377}, url = {http://www.jstor.org/discover/10.2307/2333955?uid=3739192&uid=2129&uid=2&uid=70&uid=4&sid=21102554250987} } |
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Huopaniemi, I., Suvitaival, T., Nikkilä, J., Oresic, M. and Kaski, S. | Multivariate multi-way analysis of multi-source data [BibTeX] |
2010 | Bioinformatics Vol. 26, pp. i391-i398 |
article | URL |

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}, volume = {26}, pages = {i391-i398}, url = {http://bioinformatics.oxfordjournals.org/content/26/12/i391.abstract} } |
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Ray, P., Zheng, L., Lucas, J. and Carin, L. | Bayesian Joint Analysis of Heterogeneous Genomics Data [BibTeX] |
2014 | Bioinformatics | article | DOI URL |

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}, doi = {http://doi.org/10.1093/bioinformatics/btu064} } |
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Wilderjans, T.F., Ceulemans, E., Kiers, H.A.L. and Meers, K. | The LMPCA program: A graphical user interface for fitting the Linked-Mode PARAFAC-PCA model to coupled real-valued data [BibTeX] |
2009 | Behavior Research Methods Vol. 41, pp. 1073-1082 |
article | URL |

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}, url = {http://link.springer.com/article/10.3758%2FBRM.41.4.1073} } |
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Zheng, V.W., Zheng, Y., Xie, X. and Yang, Q. | Towards mobile intelligence: Learning from GPS history data for collaborative recommendation [BibTeX] |
2012 | Artificial Intelligence Vol. 184-185, pp. 17-37 |
article | URL |

BibTeX:
@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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Skov, T., Ballabio, D. and Bro, R. | Multiblock variance partitioning: A new approach for comparing variation in multiple data blocks [BibTeX] |
2008 | Analytica Chimica Acta Vol. 615, pp. 18-29 |
article | URL |

BibTeX:
@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}, pages = {18-29}, url = {http://www.sciencedirect.com/science/article/pii/S0003267008005667} } |
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Bouchard, G., Guo, S. and Yin, D. | Convex Collective Matrix Factorization [BibTeX] |
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 [BibTeX] |
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} } |