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. Author manuscript; available in PMC: 2010 Sep 25.
Published in final edited form as: J Comput Graph Stat. 2010 Sep 1;19(3):552–568. doi: 10.1198/jcgs.2010.08160

Table 1.

Comparison of local and global correlations. Listed are positive rates for Cases 1, 8 to 12, and correlation measurement (with estimated p-value) for Cases 2 to 7. For Case 1 the (false) positive rate is type-I error. For Cases 8 through 12 the (correct) positive rate is statistical power.

Case M MI C Sp
positive rates
1 3 % 1% 3 % 3 %
8 100 % 100 % 96 % 3 %
9 100 % 100 % 22 % 11 %
10 100 % 100 % 100 % 99 %
11 100 % 99 % 100 % 98 %
12 100 % 100 % 98 % 100 %

Correlation measurement (p-values)
2 1.60 (< ε) 3.32 (< ε) 1.00 (< ε) 1.00 (< ε)
3 1.55 (< ε) 2.01 (< ε) 0.76 (< ε) 0.82 (< ε)
4 1.47 (< ε) 2.14 (< ε) −0.40 (< ε) −0.59 (< ε)
5 0.08 (< ε) 2.39 (< ε) 0.97 (< ε) 1.00 (< ε)
6 0.19 (0.0005) 2.60 (< ε) 0.97 (< ε) 1.00 (< ε)
7 1.60 (< ε) 1.67 (< ε) −0.37 (< ε) −0.40 (< ε)

ε = 2.50 · 10–4. For the cases with stochastic components, i.e., Cases 1, and 8 to 12, the estimated positive rate is listed based on 100 simulations for each case. M: maximum local correlation; MI: mutual information; C: Pearson correlation; Sp: Spearman correlation.