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In probability theory and statistics, the beta distribution is a family of continuous probability distributions defined on the interval [0, 1] or (0, 1) in terms of two positive parameters, denoted by alpha (α) and beta (β), that appear as exponents of the variable and its complement to 1, respectively, and control the shape of the distribution.
The mathematics of the distribution resulted from the authors' desire to make the standard deviation equal to about 1/6 of the range. [ 2 ] [ 3 ] The PERT distribution is widely used in risk analysis [ 4 ] to represent the uncertainty of the value of some quantity where one is relying on subjective estimates, because the three parameters ...
The gamma distribution is a two-parameter exponential family with natural parameters α − 1 and −1/θ (equivalently, α − 1 and −λ), and natural statistics X and ln X. If the shape parameter α is held fixed, the resulting one-parameter family of distributions is a natural exponential family .
Note that if p = q = 1 then the generalized beta prime distribution reduces to the standard beta prime distribution. This generalization can be obtained via the following invertible transformation. If y ∼ β ′ ( α , β ) {\displaystyle y\sim \beta '(\alpha ,\beta )} and x = q y 1 / p {\displaystyle x=qy^{1/p}} for q , p > 0 {\displaystyle ...
Paul Douglas explained that his first formulation of the Cobb–Douglas production function was developed in 1927; when seeking a functional form to relate estimates he had calculated for workers and capital, he spoke with mathematician and colleague Charles Cobb, who suggested a function of the form Y = AL β K 1−β, previously used by Knut Wicksell, Philip Wicksteed, and Léon Walras ...
The integral component is equivalent to the standard beta function (/, + /). The beta function may also be written as: (,) = () (+) where () is the gamma function. Using the properties of the gamma function, it can be shown that:
It is a multivariate generalization of the beta distribution, [1] hence its alternative name of multivariate beta distribution (MBD). [2] Dirichlet distributions are commonly used as prior distributions in Bayesian statistics , and in fact, the Dirichlet distribution is the conjugate prior of the categorical distribution and multinomial ...
Security characteristic line (SCL) is a regression line, [1] plotting performance of a particular security or portfolio against that of the market portfolio at every point in time. The SCL is plotted on a graph where the Y-axis is the excess return on a security over the risk-free return and the X-axis is the excess return of the market in general.