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Difference between revisions of "Fisher z-distribution"

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\frac{\Gamma ( ( m _ {1} + m _ {2} )/2) e ^ {m _ {1} x
 
\frac{\Gamma ( ( m _ {1} + m _ {2} )/2) e ^ {m _ {1} x
  } }{\Gamma ( {m _ {1} /2 } ) \Gamma ( {m _ {2} /2 } ) ( m _ {1} e  ^ {2x} + m _ {2} ) }
+
  } }{\Gamma ( {m _ {1} /2 } ) \Gamma ( {m _ {2} /2 } ) ( m _ {1} e  ^ {2x} + m _ {2} )  
  ^ {( m _ {1} + m _ {2} )/2 } .
+
  ^ {( m _ {1} + m _ {2} )/2 }} .
 
$$
 
$$
  
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If the random variable  $  F $
 
If the random variable  $  F $
has the [[Fisher-F-distribution|Fisher  $  F $-
+
has the [[Fisher-F-distribution|Fisher  $  F $-distribution]] with  $  m _ {1} $
distribution]] with  $  m _ {1} $
 
 
and  $  m _ {2} $
 
and  $  m _ {2} $
 
degrees of freedom, then the quantity  $  z = (  \mathop{\rm log}  F)/2 $
 
degrees of freedom, then the quantity  $  z = (  \mathop{\rm log}  F)/2 $
has the Fisher  $  z $-
+
has the Fisher  $  z $-distribution with  $  m _ {1} $
distribution with  $  m _ {1} $
 
 
and  $  m _ {2} $
 
and  $  m _ {2} $
degrees of freedom. Along with the Fisher  $  F $-
+
degrees of freedom. Along with the Fisher  $  F $-distribution, known as the distribution of the [[Dispersion proportion|dispersion proportion]], the Fisher  $  z $-distribution was originally introduced in the [[analysis of variance]] by R.A. Fisher (1924). His intention was that the  $  z $-distribution should be the basic distribution for testing statistical hypotheses in the analysis of variance. The Fisher  $  z $-distribution was tabulated at the same time, and the first research was concerned with the statistic  $  z $,  
distribution, known as the distribution of the [[Dispersion proportion|dispersion proportion]], the Fisher  $  z $-
 
distribution was originally introduced in the [[analysis of variance]] by R.A. Fisher (1924). His intention was that the  $  z $-
 
distribution should be the basic distribution for testing statistical hypotheses in the analysis of variance. The Fisher  $  z $-
 
distribution was tabulated at the same time, and the first research was concerned with the statistic  $  z $,  
 
 
although in modern mathematical statistics one uses the simpler statistic  $  F $.
 
although in modern mathematical statistics one uses the simpler statistic  $  F $.
  

Latest revision as of 04:59, 24 February 2022


A continuous probability distribution on the real line with density

$$ f ( x) = $$

$$ = \ 2m _ {1} ^ {m _ {1} /2 } m _ {2} ^ {m _ {2} /2 } \frac{\Gamma ( ( m _ {1} + m _ {2} )/2) e ^ {m _ {1} x } }{\Gamma ( {m _ {1} /2 } ) \Gamma ( {m _ {2} /2 } ) ( m _ {1} e ^ {2x} + m _ {2} ) ^ {( m _ {1} + m _ {2} )/2 }} . $$

The parameters $ m _ {1} , m _ {2} \geq 1 $ are called the degrees of freedom. The characteristic function has the form

$$ \phi ( t) = \ \left ( \frac{m _ {2} }{m _ {1} } \right ) ^ { {{it } /2 } } \frac{\Gamma ( {( m _ {1} + it)/2 } ) \Gamma ( {( m _ {2} - it)/2 } ) }{\Gamma ( { {m _ {1} } /2 } ) \Gamma ( { {m _ {2} } /2 } ) } . $$

The mathematical expectation and the variance are equal to $ ( 1/m _ {1} - 1/m _ {2} )/2 $ and $ ( 1/m _ {1} + 1/m _ {2} )/2 $, respectively.

If the random variable $ F $ has the Fisher $ F $-distribution with $ m _ {1} $ and $ m _ {2} $ degrees of freedom, then the quantity $ z = ( \mathop{\rm log} F)/2 $ has the Fisher $ z $-distribution with $ m _ {1} $ and $ m _ {2} $ degrees of freedom. Along with the Fisher $ F $-distribution, known as the distribution of the dispersion proportion, the Fisher $ z $-distribution was originally introduced in the analysis of variance by R.A. Fisher (1924). His intention was that the $ z $-distribution should be the basic distribution for testing statistical hypotheses in the analysis of variance. The Fisher $ z $-distribution was tabulated at the same time, and the first research was concerned with the statistic $ z $, although in modern mathematical statistics one uses the simpler statistic $ F $.

References

[1] R.A. Fisher, "On a distribution yielding the error functions of several well-known statistics" , Proc. Internat. Congress mathematicians (Toronto 1924) , 2 , Univ. Toronto Press (1928) pp. 805–813

Comments

The dispersion proportion is also called the variance ratio.

How to Cite This Entry:
Fisher z-distribution. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Fisher_z-distribution&oldid=46935
This article was adapted from an original article by A.V. Prokhorov (originator), which appeared in Encyclopedia of Mathematics - ISBN 1402006098. See original article