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Anderson–Darling test : ウィキペディア英語版
Anderson–Darling test
The Anderson–Darling test is a statistical test of whether a given sample of data is drawn from a given probability distribution. In its basic form, the test assumes that there are no parameters to be estimated in the distribution being tested, in which case the test and its set of critical values is distribution-free. However, the test is most often used in contexts where a family of distributions is being tested, in which case the parameters of that family need to be estimated and account must be taken of this in adjusting either the test-statistic or its critical values. When applied to testing if a normal distribution adequately describes a set of data, it is one of the most powerful statistical tools for detecting most departures from normality.〔
〕〔

''K''-sample Anderson–Darling tests are available for testing whether several collections of observations can be modelled as coming from a single population, where the distribution function does not have to be specified.
In addition to its use as a test of fit for distributions, it can be used in parameter estimation as the basis for a form of minimum distance estimation procedure.
The test is named after Theodore Wilbur Anderson (born 1918) and Donald A. Darling (born 1915), who invented it in 1952.〔

==The single-sample test==

The Anderson–Darling and Cramér–von Mises statistics belong to the class of
quadratic EDF statistics (tests based on the empirical distribution function).〔 If the hypothesized distribution is F, and empirical (sample) cumulative distribution function is F_n, then the quadratic EDF statistics measure the distance between F and F_n by
:
n \int_^\infty (F_n(x) - F(x))^2\,w(x)\,dF(x),

where w(x) is a weighting function. When the weighting function is w(x)=1, the statistic
is the Cramér–von Mises statistic. The Anderson–Darling (1954) test〔
〕 is based on the distance
:
A = n \int_^\infty \frac \, dF(x),

which is obtained when the weight function is w(x)=((1-F(x)) )^. Thus, compared with the Cramér–von Mises distance, the Anderson–Darling distance places more weight on observations in the tails of the distribution.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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