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(′raŋk ′kä·rə′lā·shən)

(statistics) A nonparametric test of statistical dependence for a random sample of paired observations.


Wikipedia: rank correlation

In statistics, rank correlation is the study of relationships between different rankings on the same set of items. It deals with measuring correspondence between two rankings, and assessing the significance of this correspondence.

Correlation coefficients

Two of the more popular rank correlation statistics are

  1. Spearman's rank correlation coefficient (Spearman's ρ)
  2. Kendall's tau rank correlation coefficient (Kendall's τ)


A rank correlation coefficient is in the interval [-1,1] where:

  • If the agreement between the two rankings is perfect (i.e., the two rankings are the same) the coefficient has value 1.
  • If the disagreement between the two rankings is perfect (i.e., one ranking is the reverse of the other) the coefficient has value -1.
  • For all other arrangements the value lies between -1 and 1, and increasing values imply increasing agreement between the rankings.
  • If the rankings are completely independent, the coefficient has value 0.

See also

Statistics
Descriptive statistics Mean (Arithmetic, Geometric) - Median - Mode - Power - Variance - Standard deviation
Inferential statistics Hypothesis testing - Significance - Null hypothesis/Alternate hypothesis - Error - Z-test - Student's t-test - Maximum likelihood - Standard score/Z score - P-value - Analysis of variance
Survival analysis Survival function - Kaplan-Meier - Logrank test - Failure rate - Proportional hazards models
Probability distributions Normal (bell curve) - Poisson - Bernoulli
Correlation Confounding variable - Pearson product-moment correlation coefficient - Rank correlation (Spearman's rank correlation coefficient, Kendall tau rank correlation coefficient)
Regression analysis Linear regression - Nonlinear regression - Logistic regression

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