Safe Haskell | None |
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Language | Haskell98 |
Fast O(NlogN) implementation of Kendall's tau.
This module implementes Kendall's tau form b which allows ties in the data. This is the same formula used by other statistical packages, e.g., R, matlab.
\tau = \frac{n_c - n_d}{\sqrt{(n_0 - n_1)(n_0 - n_2)}}
where n_0 = n(n-1)/2, n_1 = number of pairs tied for the first quantify, n_2 = number of pairs tied for the second quantify, n_c = number of concordant pairs$, n_d = number of discordant pairs.
Documentation
kendall :: (Ord a, Ord b, Vector v (a, b)) => v (a, b) -> Double Source #
O(nlogn) Compute the Kendall's tau from a vector of paired data. Return NaN when number of pairs <= 1.
References
- William R. Knight. (1966) A computer method for calculating Kendall's Tau with ungrouped data. Journal of the American Statistical Association, Vol. 61, No. 314, Part 1, pp. 436-439. http://www.jstor.org/pss/2282833