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  2. Noncentral F-distribution - Wikipedia

    en.wikipedia.org/wiki/Noncentral_F-distribution

    In probability theory and statistics, the noncentral F-distribution is a continuous probability distribution that is a noncentral generalization of the (ordinary) F -distribution. It describes the distribution of the quotient ( X / n1 )/ ( Y / n2 ), where the numerator X has a noncentral chi-squared distribution with n1 degrees of freedom and ...

  3. Probability distribution - Wikipedia

    en.wikipedia.org/wiki/Probability_distribution

    F-distribution, the distribution of the ratio of two scaled chi squared variables; useful e.g. for inferences that involve comparing variances or involving R-squared (the squared correlation coefficient) As conjugate prior distributions in Bayesian inference

  4. Marcum Q-function - Wikipedia

    en.wikipedia.org/wiki/Marcum_Q-function

    Marcum Q-function. In statistics, the generalized Marcum Q-function of order is defined as. where and and is the modified Bessel function of first kind of order . If , the integral converges for any . The Marcum Q-function occurs as a complementary cumulative distribution function for noncentral chi, noncentral chi-squared, and Rice distributions.

  5. Wishart distribution - Wikipedia

    en.wikipedia.org/wiki/Wishart_distribution

    If p = V = 1 then this distribution is a chi-squared distribution with n degrees of freedom. Occurrence. The Wishart distribution arises as the distribution of the sample covariance matrix for a sample from a multivariate normal distribution. It occurs frequently in likelihood-ratio tests in multivariate statistical analysis.

  6. Rice distribution - Wikipedia

    en.wikipedia.org/wiki/Rice_distribution

    Excess kurtosis. (complicated) In probability theory, the Rice distribution or Rician distribution (or, less commonly, Ricean distribution) is the probability distribution of the magnitude of a circularly-symmetric bivariate normal random variable, possibly with non-zero mean (noncentral). It was named after Stephen O. Rice (1907–1986).

  7. Noncentral chi-squared distribution - Wikipedia

    en.wikipedia.org/wiki/Noncentral_chi-squared...

    From this representation, the noncentral chi-squared distribution is seen to be a Poisson-weighted mixture of central chi-squared distributions. Suppose that a random variable J has a Poisson distribution with mean , and the conditional distribution of Z given J = i is chi-squared with k + 2 i degrees of freedom.

  8. Wald test - Wikipedia

    en.wikipedia.org/wiki/Wald_test

    Wald test. In statistics, the Wald test (named after Abraham Wald) assesses constraints on statistical parameters based on the weighted distance between the unrestricted estimate and its hypothesized value under the null hypothesis, where the weight is the precision of the estimate. [1] [2] Intuitively, the larger this weighted distance, the ...

  9. Least squares - Wikipedia

    en.wikipedia.org/wiki/Least_squares

    The result of fitting a set of data points with a quadratic function Conic fitting a set of points using least-squares approximation. The method of least squares is a parameter estimation method in regression analysis based on minimizing the sum of the squares of the residuals (a residual being the difference between an observed value and the fitted value provided by a model) made in the ...