Difference between revisions of "Studentized range"
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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. | 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 | + | 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. | is a Studentized statistic. | ||
− | The Studentized range is the Studentized statistic for which | + | 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 | consequently, the Studentized range takes the form | ||
− | + | $$ | |
+ | |||
+ | \frac{X _ {(} nn) - X _ {(} n1) }{s _ {f} } | ||
+ | . | ||
+ | $$ | ||
====References==== | ====References==== | ||
<table><TR><TD valign="top">[1]</TD> <TD valign="top"> H. David, "Order statistics" , Wiley (1970)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> S.S. Wilks, "Mathematical statistics" , Wiley (1962)</TD></TR></table> | <table><TR><TD valign="top">[1]</TD> <TD valign="top"> H. David, "Order statistics" , Wiley (1970)</TD></TR><TR><TD valign="top">[2]</TD> <TD valign="top"> S.S. Wilks, "Mathematical statistics" , Wiley (1962)</TD></TR></table> | ||
− | |||
− | |||
====Comments==== | ====Comments==== | ||
The case | 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. [[#References|[1]]], Chapt. 8. For a table of the quantiles of the Studentized range see [[#References|[a2]]]. | is used for tests of normality and outlying observations, cf. [[#References|[1]]], Chapt. 8. For a table of the quantiles of the Studentized range see [[#References|[a2]]]. |
Revision as of 08:24, 6 June 2020
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=11560