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Arcsine distribution

Contents


Standard distribution

In probability theory, the arcsine distribution is the probability distribution whose cumulative distribution function is

F(x) = \frac{2}{\pi}\arcsin\left(\sqrt x\right)=\frac{\arcsin(2x-1)}{\pi}+\frac{1}{2}

for 0   x   1, and whose probability density function is

f(x) = \frac{1}{\pi\sqrt{x(1-x)}}

on (0, 1). The standard arcsine distribution is a special case of the beta distribution with α = β = 1/2. That is, if X is the standard arcsine distribution then X \sim {\rm Beta}(\tfrac{1}{2},\tfrac{1}{2}) \

The arcsine distribution appears

Generalization

Arbitrary bounded support

The distribution can be expanded to include any bounded support from a   x   b by a simple transformation

F(x) = \frac{2}{\pi}\arcsin\left(\sqrt \frac{x-a}{b-a} \right)

for a   x   b, and whose probability density function is

f(x) = \frac{1}{\pi\sqrt{(x-a)(b-x)}}

on (ab).

Shape factor

The generalized standard arcsine distribution on (0,1) with probability density function

\begin{align} f(x;\alpha) & = \frac{\sin \pi\alpha}{\pi}x^{-\alpha}(1-x)^{\alpha-1} \\[6pt] \end{align}

is also a special case of the beta distribution with parameters {\rm Beta}(1-\alpha,\alpha).

Note that when \alpha = \tfrac{1}{2} the general arcsine distribution reduces to the standard distribution listed above.

Properties

  • Arcsine distribution is closed under translation and scaling by a positive factor
    • If X \sim {\rm Arcsine}(a,b) \ \text{then } kX+c \sim {\rm Arcsine}(ak+c,bk+c)
  • The square of an arc sine distribution over (-1, 1) has arc sine distribution over (0, 1)
    • If X \sim {\rm Arcsine}(-1,1) \ \text{then } X^2 \sim {\rm Arcsine}(0,1)

Related distributions

  • If U and V are i.i.d uniform ( , ) random variables, then \sin(U), \sin(2U), -\cos(2U), \sin(U+V) and \sin(U-V) all have a standard arcsine distribution
  • If X is the generalized arcsine distribution with shape parameter \alpha supported on the finite interval [a,b] then \frac{X-a}{b-a} \sim {\rm Beta}(1-\alpha,\alpha) \

See also

References

fr:Loi arc sinus






Source: Wikipedia | The above article is available under the GNU FDL. | Edit this article



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