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Shape parameter information


In probability theory and statistics, a shape parameter (also known as form parameter)[1] is a kind of numerical parameter of a parametric family of probability distributions[2] that is neither a location parameter nor a scale parameter (nor a function of these, such as a rate parameter). Such a parameter must affect the shape of a distribution rather than simply shifting it (as a location parameter does) or stretching/shrinking it (as a scale parameter does). For example, "peakedness" refers to how round the main peak is.[3]

Probability density functions for selected distributions with mean 0 and variance 1.
  1. ^ Ekawati, Dian; Warsono; Kurniasari, Dian (December 2014). "On the Moments, Cumulants, and Characteristic Function of the Log-Logistic Distribution" (PDF). The Journal for Technology and Science. 25.
  2. ^ Everitt B.S. (2002) Cambridge Dictionary of Statistics. 2nd Edition. CUP. ISBN 0-521-81099-X
  3. ^ Birnbaum, Z. W. (1948). "On Random Variables with Comparable Peakedness". The Annals of Mathematical Statistics. 19 (1). Institute of Mathematical Statistics: 76–81. doi:10.1214/aoms/1177730293. ISSN 0003-4851.

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Shape parameter

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probability theory and statistics, a shape parameter (also known as form parameter) is a kind of numerical parameter of a parametric family of probability...

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Gamma distribution

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use: With a shape parameter k and a scale parameter θ With a shape parameter α = k {\displaystyle \alpha =k} and an inverse scale parameter β = 1 / θ {\displaystyle...

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Radial basis function interpolation

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{\displaystyle \varphi (r)=\exp(-(\varepsilon r)^{2})} , the Gaussian, with a shape parameter of ε = 3 {\displaystyle \varepsilon =3} , we can then solve the matrix...

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Statistical parameter

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roles, including the following: location parameter dispersion parameter or scale parameter shape parameter Where a probability distribution has a domain...

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Weibull distribution

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&x\geq 0,\\0,&x<0,\end{cases}}} where k > 0 is the shape parameter and λ > 0 is the scale parameter of the distribution. Its complementary cumulative distribution...

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Beta distribution

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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...

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Parameter

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that describe the system are called parameters. For example, in mechanics, the masses, the dimensions and shapes (for solid bodies), the densities and...

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Shape factor

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including: The compactness measure of a shape In statistics: The shape parameter, sometimes referred to as the shape factor, of some probability distributions...

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Generalized normal distribution

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continuous probability distributions on the real line. Both families add a shape parameter to the normal distribution. To distinguish the two families, they are...

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Generalized Pareto distribution

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is specified by only scale and shape and sometimes only by its shape parameter. Some references give the shape parameter as κ = − ξ {\displaystyle \kappa...

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Scale parameter

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a scale parameter is a special kind of numerical parameter of a parametric family of probability distributions. The larger the scale parameter, the more...

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Relationships among probability distributions

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with shape parameter k = 1 and rate parameter β is an exponential distribution with rate parameter β. A beta distribution with shape parameters α = β...

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Wishart distribution

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shown that the Wishart distribution can be defined if and only if the shape parameter n belongs to the set Λ p := { 0 , … , p − 1 } ∪ ( p − 1 , ∞ ) . {\displaystyle...

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Exponential family

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Weibull distribution with fixed shape parameter k is an exponential family. Unlike in the previous examples, the shape parameter does not affect the support;...

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List of probability distributions

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distribution, which is a special case of the gamma distribution with integral shape parameter, developed to predict waiting times in queuing systems The inverse-gamma...

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Generalized gamma distribution

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two shape parameters (and a scale parameter). It is a generalization of the gamma distribution which has one shape parameter (and a scale parameter). Since...

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Erlang distribution

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\lambda \geq 0,} The parameter k is called the shape parameter, and the parameter λ {\displaystyle \lambda } is called the rate parameter. An alternative,...

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Inverse Gaussian distribution

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{\displaystyle \mu >0} is the mean and λ > 0 {\displaystyle \lambda >0} is the shape parameter. The inverse Gaussian distribution has several properties analogous...

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Rietveld refinement

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of many free parameters, including peak shape, unit cell dimensions and coordinates of all atoms in the crystal structure. Other parameters can be guessed...

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Sigmoid function

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1 {\displaystyle \alpha <1} and β < 1 {\displaystyle \beta <1} are shape parameters. Smooth transition function normalized to (-1,1): f ( x ) = { 2 1 +...

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Stokes parameters

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total intensity (I), (fractional) degree of polarization (p), and the shape parameters of the polarization ellipse. The effect of an optical system on the...

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Pareto distribution

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X, and α is a positive parameter. The type I Pareto distribution is characterized by a scale parameter xm and a shape parameter α, which is known as the...

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Lomax distribution

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}}\right]^{-(\alpha +1)},\qquad x\geq 0,} with shape parameter α > 0 {\displaystyle \alpha >0} and scale parameter λ > 0 {\displaystyle \lambda >0} . The density...

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Poisson distribution

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1)} is the quantile function of a gamma distribution with shape parameter n and scale parameter 1.: 176-178  This interval is 'exact' in the sense that...

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Beta prime distribution

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known as a Pareto Type II distribution, with shape parameter α {\displaystyle \alpha } and scale parameter λ {\displaystyle \lambda } , then X λ ∼ β ′...

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Exponentiated Weibull distribution

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as an extension of the Weibull family obtained by adding a second shape parameter. The cumulative distribution function for the exponentiated Weibull...

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Negative binomial distribution

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depending on the author, either the parameter r or its reciprocal α is referred to as the "dispersion parameter", "shape parameter" or "clustering coefficient"...

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Logarithmically concave function

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distribution if both shape parameters are >= 1. The Weibull distribution if the shape parameter is >= 1. Note that all of the parameter restrictions have...

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