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Volumn 129, Issue , 2013, Pages 53-63

Understanding data fusion within the framework of coupled matrix and tensor factorizations

Author keywords

CANDECOMP; Data fusion; Matrix factorization; Missing data; PARAFAC; Tensor factorization

Indexed keywords

ALGORITHM; ARTICLE; COMPUTER SIMULATION; COUPLED MATRIX AND TENSOR FACTORIZATION; DATA ANALYSIS; DATA EXTRACTION; DATA FUSION; DATA PROCESSING; METABOLOMICS; PRIORITY JOURNAL; SENSORY ANALYSIS;

EID: 84888852280     PISSN: 01697439     EISSN: 18733239     Source Type: Journal    
DOI: 10.1016/j.chemolab.2013.06.006     Document Type: Article
Times cited : (94)

References (38)
  • 2
    • 83855165759 scopus 로고    scopus 로고
    • Preference mapping by po-pls: separating common and unique information in several data blocks
    • Måge I., Menichelli E., Næs T. Preference mapping by po-pls: separating common and unique information in several data blocks. Food Quality and Preference 2012, 24:8-16.
    • (2012) Food Quality and Preference , vol.24 , pp. 8-16
    • Måge, I.1    Menichelli, E.2    Næs, T.3
  • 3
    • 0000107975 scopus 로고
    • Relations between two sets of variates
    • Hotelling H. Relations between two sets of variates. Biometrika 1936, 28:321-377.
    • (1936) Biometrika , vol.28 , pp. 321-377
    • Hotelling, H.1
  • 4
    • 0013950319 scopus 로고
    • Simultaneous factor analysis of several Gramian matrices
    • Levin J. Simultaneous factor analysis of several Gramian matrices. Psychometrika 1966, 31:413-419.
    • (1966) Psychometrika , vol.31 , pp. 413-419
    • Levin, J.1
  • 13
    • 0033653327 scopus 로고    scopus 로고
    • Multiway multiblock component and covariates regression models
    • Smilde A., Westerhuis J.A., Boque R. Multiway multiblock component and covariates regression models. Journal of Chemometrics 2000, 14:301-331.
    • (2000) Journal of Chemometrics , vol.14 , pp. 301-331
    • Smilde, A.1    Westerhuis, J.A.2    Boque, R.3
  • 17
    • 84859150999 scopus 로고    scopus 로고
    • Coupled analysis of in vitro and histology tissue samples to quantify structure-function relationship
    • Acar E., Plopper G.E., Yener B. Coupled analysis of in vitro and histology tissue samples to quantify structure-function relationship. PLoS One 2012, 7(3):e32227.
    • (2012) PLoS One , vol.7 , Issue.3
    • Acar, E.1    Plopper, G.E.2    Yener, B.3
  • 18
    • 58549117848 scopus 로고    scopus 로고
    • Simultaneous analysis of coupled data blocks differing in size: a comparison of two weighting schemes
    • Wilderjans T.F., Ceulemans E., Mechelen I.V. Simultaneous analysis of coupled data blocks differing in size: a comparison of two weighting schemes. Computational Statistics and Data Analysis 2009, 53:1086-1098.
    • (2009) Computational Statistics and Data Analysis , vol.53 , pp. 1086-1098
    • Wilderjans, T.F.1    Ceulemans, E.2    Mechelen, I.V.3
  • 19
    • 74949104277 scopus 로고    scopus 로고
    • The LMPCA program: a graphical user interface for fitting the linked-mode PARAFAC-PCA model to coupled real-valued data
    • Wilderjans T.F., Ceulemans E., Kiers H.A.L., Meers K. The LMPCA program: a graphical user interface for fitting the linked-mode PARAFAC-PCA model to coupled real-valued data. Behavior Research Methods 2009, 41:1073-1082.
    • (2009) Behavior Research Methods , vol.41 , pp. 1073-1082
    • Wilderjans, T.F.1    Ceulemans, E.2    Kiers, H.A.L.3    Meers, K.4
  • 21
    • 85162707890 scopus 로고
    • The expression of a tensor or a polyadic as a sum of products
    • Hitchcock F.L. The expression of a tensor or a polyadic as a sum of products. Journal of Mathematics and Physics 1927, 6(1):164-189.
    • (1927) Journal of Mathematics and Physics , vol.6 , Issue.1 , pp. 164-189
    • Hitchcock, F.L.1
  • 22
    • 34250499792 scopus 로고
    • Analysis of individual differences in multidimensional scaling via an n-way generalization of "Eckart-Young" decomposition
    • Carroll J.D., Chang J.J. Analysis of individual differences in multidimensional scaling via an n-way generalization of "Eckart-Young" decomposition. Psychometrika 1970, 35:283-319.
    • (1970) Psychometrika , vol.35 , pp. 283-319
    • Carroll, J.D.1    Chang, J.J.2
  • 23
    • 0002740437 scopus 로고
    • Foundations of the PARAFAC procedure: models and conditions for an "explanatory" multi-modal factor analysis
    • Harshman R.A. Foundations of the PARAFAC procedure: models and conditions for an "explanatory" multi-modal factor analysis. UCLA Working Papers in Phonetics 1970, 16:1-84.
    • (1970) UCLA Working Papers in Phonetics , vol.16 , pp. 1-84
    • Harshman, R.A.1
  • 26
    • 68649096448 scopus 로고    scopus 로고
    • Tensor decompositions and applications
    • Kolda T.G., Bader B.W. Tensor decompositions and applications. SIAM Review 2009, 51(3):455-500.
    • (2009) SIAM Review , vol.51 , Issue.3 , pp. 455-500
    • Kolda, T.G.1    Bader, B.W.2
  • 29
    • 30144444694 scopus 로고    scopus 로고
    • A comparison of algorithms for fitting the PARAFAC model
    • Tomasi G., Bro R. A comparison of algorithms for fitting the PARAFAC model. Computational Statistics and Data Analysis 2006, 50(7):1700-1734.
    • (2006) Computational Statistics and Data Analysis , vol.50 , Issue.7 , pp. 1700-1734
    • Tomasi, G.1    Bro, R.2
  • 30
    • 79951898361 scopus 로고    scopus 로고
    • A scalable optimization approach for fitting canonical tensor decompositions
    • Acar E., Dunlavy D.M., Kolda T.G. A scalable optimization approach for fitting canonical tensor decompositions. Journal of Chemometrics 2011, 25:67-86.
    • (2011) Journal of Chemometrics , vol.25 , pp. 67-86
    • Acar, E.1    Dunlavy, D.M.2    Kolda, T.G.3
  • 32
    • 79952454090 scopus 로고    scopus 로고
    • Poblano v1.0: a Matlab toolbox for gradient-based optimization
    • Sandia National Laboratories
    • Dunlavy D.M., Kolda T.G., Acar E. Poblano v1.0: a Matlab toolbox for gradient-based optimization. Tech. Rep. SAND2010-1422 2010, Sandia National Laboratories.
    • (2010) Tech. Rep. SAND2010-1422
    • Dunlavy, D.M.1    Kolda, T.G.2    Acar, E.3
  • 33
    • 84911899682 scopus 로고    scopus 로고
    • Optimal weight learning for coupled tensor factorization with mixed divergences
    • Simsekli U., Ermis B., Cemgil A.T., Acar E. Optimal weight learning for coupled tensor factorization with mixed divergences. EUSIPCO'13 2013.
    • (2013) EUSIPCO'13
    • Simsekli, U.1    Ermis, B.2    Cemgil, A.T.3    Acar, E.4
  • 35
    • 0001654679 scopus 로고
    • Predicting sensory profiles from external instrumental measurements
    • Næs T., Kowalski B. Predicting sensory profiles from external instrumental measurements. Food Quality and Preference 1989, 1:135-147.
    • (1989) Food Quality and Preference , vol.1 , pp. 135-147
    • Næs, T.1    Kowalski, B.2
  • 37
    • 72449164088 scopus 로고    scopus 로고
    • Icoshift: a versatile tool for the rapid alignment of 1D NMR spectra
    • Savorani F., Tomasi G., Engelsen S.B. icoshift: a versatile tool for the rapid alignment of 1D NMR spectra. Journal of Magnetic Resonance 2010, 202:190-202.
    • (2010) Journal of Magnetic Resonance , vol.202 , pp. 190-202
    • Savorani, F.1    Tomasi, G.2    Engelsen, S.B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.