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Constrained Canonical Correlation
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. +3 more
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A Survey on Canonical Correlation Analysis
IEEE Transactions on Knowledge and Data Engineering, 2021In 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, Wei Liu, Dacheng Tao
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Canonical correlations and canonical time series
1996 IEEE International Conference on Acoustics, Speech, and Signal Processing Conference Proceedings, 2002In 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
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Residual Canonical Correlations
Canadian Mathematical Bulletin, 1985AbstractResidual 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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Regularized Generalized Canonical Correlation Analysis
generalized canonical correlation analysis, multi-block data analysis, PLS path modeling, regularized canonical correlation analysis,
Arthur Tenenhaus, Michel Tenenhaus
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A Family of Canonical Correlation Networks
Neural Processing Letters, 2001zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Pei Ling Lai, Colin Fyfe
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On the Limiting Distribution of the Canonical Correlations
Biometrika, 1941Not ...
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THE STATISTICAL SIGNIFICANCE OF CANONICAL CORRELATIONS
Biometrika, 1941Not ...
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Canonical correlations and canonical variates
1985In this chapter we shall summarize the essential elements of the theory of canonical correlations and variates. We shall begin by formulating the problem. The derivation of canonical correlations and canonical variates will then be taken up. Canonical analysis can be derived in several ways.
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Multivariate Behavioral Research, 1975
A Monte Carlo study was run to check the stability of canonical correlations, canonical weights, and canonical variate-variable correlations. Eight data matrices were selected from the literature for the canonical analyses, with the number of variables ranging from 7 to 41.
R S, Barcikowski, J P, Stevens
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A Monte Carlo study was run to check the stability of canonical correlations, canonical weights, and canonical variate-variable correlations. Eight data matrices were selected from the literature for the canonical analyses, with the number of variables ranging from 7 to 41.
R S, Barcikowski, J P, Stevens
openaire +2 more sources

