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Table 1 Canonical correlations for tuning and validation data.

From: Integrative analysis of gene expression and copy number alterations using canonical correlation analysis

Method

Canonical correlations

 

Optimally regularized dual CCA

1.000

1.000

0.905

0.787

Fully regularized dual CCA

0.531

0.507

0.340

0.212

Non-regularized dual CCA

1.000

1.000

0.187

0.295

PCA+CCA

0.925

0.770

0.878

0.657

PCA

0.112

0.117

0.0004

0.080

*Sparse CCA [21]

0.886

0.513

0.820

0.185

*Optimally regularized dual CCA

1.000

1.000

0.910

0.800

  1. The canonical correlations for methods indicated by * are calculated using a subset of the gene expression and copy number variables.
  2. Canonical correlations for the tuning and validation data set, for the different methods applied in this paper.