Difference between revisions of "Stratified sample"
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samples of sizes $ n _ {1} \dots n _ {k} $, | samples of sizes $ n _ {1} \dots n _ {k} $, | ||
respectively $ ( n _ {1} + \dots + n _ {k} = N) $: | respectively $ ( n _ {1} + \dots + n _ {k} = N) $: | ||
+ | |||
+ | $$ | ||
+ | |||
+ | \begin{array}{c} | ||
+ | X _ {11} \dots X _ {1n _ {1} } , \\ | ||
+ | X _ {21} \dots X _ {2n _ {2} } , \\ | ||
+ | {} \dots \dots \dots \\ | ||
+ | X _ {k1} \dots X _ {kn _ {k} } , \\ | ||
+ | \end{array} | ||
$$ | $$ | ||
− | where the $ i $- | + | where the $ i $-th sample $ X _ {i1} \dots X _ {in _ {i} } $ |
− | th sample $ X _ {i1} \dots X _ {in _ {i} } $ | ||
contains only those elements of the original sample which have the mark $ i $. | contains only those elements of the original sample which have the mark $ i $. | ||
As a result of this decomposition, the original sample becomes stratified into $ k $ | As a result of this decomposition, the original sample becomes stratified into $ k $ | ||
strata $ X _ {i1} \dots X _ {in _ {i} } $, | strata $ X _ {i1} \dots X _ {in _ {i} } $, | ||
$ i = 1 \dots k $, | $ i = 1 \dots k $, | ||
− | where the $ i $- | + | where the $ i $-th stratum contains information about the $ i $-th mark. This notion gives rise, for example, to realizations of the $ X $-component of a two-dimensional random variable $ ( X, Y) $ |
− | th stratum contains information about the $ i $- | ||
− | th mark. This notion gives rise, for example, to realizations of the $ X $- | ||
− | component of a two-dimensional random variable $ ( X, Y) $ | ||
whose second component $ Y $ | whose second component $ Y $ | ||
has a discrete distribution. | has a discrete distribution. |
Latest revision as of 14:55, 1 March 2022
A sample which is broken up into several samples of smaller sizes by certain distinguishing marks (characteristics). Let each element of some sample of size $ N \geq 2 $
possess one and only one of $ k \geq 2 $
possible marks. Then the original sample can be broken into $ k $
samples of sizes $ n _ {1} \dots n _ {k} $,
respectively $ ( n _ {1} + \dots + n _ {k} = N) $:
$$ \begin{array}{c} X _ {11} \dots X _ {1n _ {1} } , \\ X _ {21} \dots X _ {2n _ {2} } , \\ {} \dots \dots \dots \\ X _ {k1} \dots X _ {kn _ {k} } , \\ \end{array} $$
where the $ i $-th sample $ X _ {i1} \dots X _ {in _ {i} } $ contains only those elements of the original sample which have the mark $ i $. As a result of this decomposition, the original sample becomes stratified into $ k $ strata $ X _ {i1} \dots X _ {in _ {i} } $, $ i = 1 \dots k $, where the $ i $-th stratum contains information about the $ i $-th mark. This notion gives rise, for example, to realizations of the $ X $-component of a two-dimensional random variable $ ( X, Y) $ whose second component $ Y $ has a discrete distribution.
References
[1] | S.S. Wilks, "Mathematical statistics" , Wiley (1962) |
Comments
References
[a1] | W.G. Cochran, "Sampling techniques" , Wiley (1977) |
Stratified sample. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Stratified_sample&oldid=48869