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Nearly all the patients reported that their pains were correlated with weather conditions, although the real correlation was zero.
One can thus think that having only 11 networks in analysis, it is possible to choose such a topological measure of the networks that would negatively (or positively) correlate with survival prognosis, even if there is no real correlation.
Do these measures have any real correlation to real world actions?
We found that there was no real correlation between the increase in participation in a province, and the swing to Ahmadinejad.
But it didn't work really well -- or, at least, there's no real correlation between the use of stop-and-frisk and New York's reduction in crime.
There is a real correlation between dollars and wins in Major League Baseball, but last I checked it had been getting weaker, not stronger, over the five years since the A's were last in the playoff.
Similar(24)
But there are very real correlations.
Therefore, our method should be considered as a proxy reflecting the real correlations.
Given the nature of the data, which are highly dimensional and describe a complex system, the resulting datasets are difficult to validate, as differentiation between spurious and real correlations is hindered by complex interaction patterns.
We used the Kolmogorov-Smirnov test to compare the real correlations scores of U to the random correlation scores.
Second, the clustering procedure is expected to help in distinguishing the real correlations from the background noise.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com