Studentized range
A statistic from the class of so-called Studentized statistics, obtained as a result of a special normalization of a linear combination of order statistics constructed from a normal sample.
Let $ X _ {1} \dots X _ {n} $ be independent normally $ N( a, \sigma ^ {2} ) $- distributed random variables, and let $ X ^ {(} n) = ( X _ {(} n1) \dots X _ {(} nn) ) $ be the vector of order statistics constructed from the observations $ X _ {1} \dots X _ {n} $. Moreover, let the statistic $ \sum _ {i=} 1 ^ {n} a _ {i} X _ {(} ni) $, which is a linear combination of the order statistics $ X _ {(} n1) \dots X _ {(} nn) $, be independent of some "chi-squared" distribution $ V/ \sigma ^ {2} $ of $ f $ degrees of freedom. Let $ s _ {f} ^ {2} = f ^ { - 1 } V $. In this case, one says that
$$ \frac{1}{s _ {f} } \sum _ { i= } 1 ^ { n } a _ {i} X _ {(} ni) $$
is a Studentized statistic.
The Studentized range is the Studentized statistic for which $ \sum _ {i=} 1 ^ {n} a _ {i} X _ {(} ni) $ is the range of the sample $ X _ {1} \dots X _ {n} $, i.e. if
$$ \sum _ { i= } 1 ^ { n } a _ {i} X _ {(} ni) = X _ {(} nn) - X _ {(} n1) ; $$
consequently, the Studentized range takes the form
$$ \frac{X _ {(} nn) - X _ {(} n1) }{s _ {f} } . $$
References
[1] | H. David, "Order statistics" , Wiley (1970) |
[2] | S.S. Wilks, "Mathematical statistics" , Wiley (1962) |
Comments
The case
$$ s _ {f} ^ {2} = \frac{1}{n-} 1 \sum ( X _ {i} - \overline{X}\; ) ^ {2} $$
is used for tests of normality and outlying observations, cf. [1], Chapt. 8. For a table of the quantiles of the Studentized range see [a2].
References
[a1] | A.M. Mood, F.A. Graybill, "Introduction to the theory of statistics" , McGraw-Hill (1963) pp. 243 |
[a2] | P.H. Müller, P. Neumann, R. Storm, "Tafeln der mathematischen Statistik" , C. Hauser (1977) pp. 166–169 |
Studentized range. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Studentized_range&oldid=48884