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单词 Pearson System
释义

Pearson System

Generalizes the differential equation for the Gaussian Distribution

(1)

to
(2)

Let , be the roots of . Then the possible types of curves are
0. , . E.g., Normal Distribution.

I. , . E.g., Beta Distribution.

II. , , where .

III. , , where . E.g., Gamma Distribution. This case isintermediate to cases I and VI.

IV. , .

V. , where . Intermediate to cases IV and VI.

VI. , where is the larger root. E.g., Beta Prime Distribution.

VII. , , . E.g., Student's t-Distribution.

Classes IX-XII are discussed in Pearson (1916). See also Craig (in Kenney and Keeping 1951). If a Pearson curve possesses aMode, it will be at . Let at and , where these may be or . If also vanishes at , , then the th Moment and th Moments exist.

(3)
giving

(4)

(5)

also,
(6)

so
(7)

For ,
(8)

so
(9)

For ,
(10)

so
(11)

Now let . Then
(12)
(13)
(14)

Hence , and so
(15)

For ,
(16)

For ,
(17)

So the Skewness and Kurtosis are
(18)
(19)

So the parameters , , and can be written
(20)
(21)
(22)

where
(23)


References

Craig, C. C. ``A New Exposition and Chart for the Pearson System of Frequency Curves.'' Ann. Math. Stat. 7, 16-28, 1936.

Kenney, J. F. and Keeping, E. S. Mathematics of Statistics, Pt. 2, 2nd ed. Princeton, NJ: Van Nostrand, p. 107, 1951.

Pearson, K. ``Second Supplement to a Memoir on Skew Variation.'' Phil. Trans. A 216, 429-457, 1916.


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