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Table 9 Experiment 3: Statistical Significance (p-value) of SRCCA for ϕKNN

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 5.9 × 10-10 9.0 × 10-09 4.7 × 10-8
PLS 6.0 × 10-7 9.2 × 10-5 2.2 × 10-6
CCA 3.0 × 10-8 1.3 × 10-6 4.0 × 10-9
RCCA 4.0 × 10-10 4.5 × 10-10 7.1 × 10-11
  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, ϕKNN, with K = 1, and leave-one-out validation to identify patients at the risk of biochemical recurrence from those who are not.