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Table 10 Experiment 3: Statistical Significance (p-value) of SRCCA for ϕRF

From: Supervised Regularized Canonical Correlation Analysis: integrating histologic and proteomic measurements for predicting biochemical recurrence following prostate surgery

Classifier

SRCCA TT

SRCCA WRST

SRCCA WLT

PCA

1.7 × 10-13

4.7 × 10-12

1.4 × 10-10

PLS

1.3 × 10-5

8.5 × 10-3

1.6 × 10-4

CCA

6.8 × 10-7

5.4 × 10-6

2.1 × 10-7

RCCA

3.4 × 10-9

1.8 × 10-9

3.6 × 10-16

  1. p-values for the twelve comparisons of every scheme in {PCA, PLSR, CCA, RCCA} to every scheme in {SRCCA TT , SRCCA WRST , SRCCA WLT } for fusing (ϕP, ϕM), (ϕP, ϕA), and (ϕP, ϕH) across d {1, 2, ...10} components, using two classifiers, ϕRF, with 50 trees, and leave-one-out validation to identify patients at the risk of biochemical recurrence from those who are not.