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The Annals of Statistics
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The Annals of Statistics
Article . 1976 . Peer-reviewed
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Bivariate Distributions with Given Marginals

Bivariate distributions with given marginals
Authors: Whitt, Ward;

Bivariate Distributions with Given Marginals

Abstract

Bivariate distributions with minimum and maximum correlations for given marginal distributions are characterized. Such extremal distributions were first introduced by Hoeffding (1940) and Frechet (1951). Several proofs are outlined including ones based on rearrangement theorems. The effect of convolution on correlation is also studied. Convolution makes arbitrary correlations less extreme while convolution of identical measures on $R^2$ makes extreme correlations more extreme. Extreme correlations have applications in data analysis and variance reduction in Monte Carlo studies, especially in the technique of antithetic variates.

Keywords

extreme correlation, 62E10, Measures of association (correlation, canonical correlation, etc.), nearest random variables, rearrangement theorems, variance reduction, Monte Carlo methods, generating random variables, antithetic variates, 62H05, bivariate distributions with given marginals, Bivariate distributions, Monte Carlo, 62E25, Characterization and structure theory for multivariate probability distributions; copulas, 62H20

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    182
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    Top 10%
    influence
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
182
Top 10%
Top 1%
Average
Green
hybrid