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Comparing the stability and reproducibility of brain-behavior relationships found using canonical correlation analysis and partial least squares within the ABCD sample. [PDF]

Netw Neurosci
Nakua H, Yu JC, Abdi H, Hawco C, Voineskos A, Hill S, Lai MC, Wheeler AL, McIntosh AR, Ameis SH.   +9 more
europepmc   +1 more source

Constrained Canonical Correlation

Psychometrika, 1982
This paper explores some of the problems associated with traditional canonical correlation. A response surface methodology is developed to examine the stability of the derived linear functions, where one wishes to investigate how much the coefficients can change and still be in an ɛ-neighborhood of the globally optimum canonical correlation value.
DeSarbo, Wayne S., Hausman, Robert E., Lin, Shen, Thompson, Wesley   +3 more
openaire   +2 more sources

Influence in Canonical Correlation Analysis

Psychometrika, 1992
The perturbation theory of the generalized eigenproblem is used to derive influence functions of each squared canonical correlation coefficient and the corresponding canonical vector pair. Three sample versions of these functions are described and some properties are noted.
Mario Romanazzi
openaire   +3 more sources

Regularized Generalized Canonical Correlation Analysis

Psychometrika, 2011
generalized canonical correlation analysis, multi-block data analysis, PLS path modeling, regularized canonical correlation analysis,
Arthur Tenenhaus, Michel Tenenhaus, Tenenhaus Michel   +2 more
exaly   +2 more sources

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Canonical correlations and canonical time series

1996 IEEE International Conference on Acoustics, Speech, and Signal Processing Conference Proceedings, 2002
In this paper, we revisit the problem of interrelations between large correlated data sets by considering cross correlations between a few linear combinations of the elements of each. This problem was studied by Hotelling (see Biometrika, vol.28, p.321-77) and Anderson (1958).
John K. Thomas, Louis L. Scharf
openaire   +1 more source

Residual Canonical Correlations

Canadian Mathematical Bulletin, 1985
AbstractResidual canonical correlations are defined and are derived in terms of canonical correlations. Some measures of residual association are also defined, in terms of the residual canonical correlations and some possible applications are suggested.
Kshirsagar, Anant M., Gupta, R. P.
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A Family of Canonical Correlation Networks

Neural Processing Letters, 2001
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Pei Ling Lai, Colin Fyfe
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A Survey on Canonical Correlation Analysis

IEEE Transactions on Knowledge and Data Engineering, 2021
In recent years, the advances in data collection and statistical analysis promotes canonical correlation analysis (CCA) available for more advanced research. CCA is the main technique for two-set data dimensionality reduction such that the correlation between the pairwise variables in the common subspace is mutually maximized.
Xinghao Yang, Weifeng Liu 0001, Wei Liu 0007, Dacheng Tao   +3 more
openaire   +1 more source

On the Limiting Distribution of the Canonical Correlations

Biometrika, 1941
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openaire   +2 more sources