A new asymptotic representation and inversion method for the Student's t distribution

12/17/2020
by   Amparo Gil, et al.
0

Some special functions are particularly relevant in applied probability and statistics. For example, the incomplete beta function is the cumulative central beta distribution. In this paper, we consider the inversion of the central Student's-t distribution which is a particular case of the central beta distribution. The inversion of this distribution functions is useful in hypothesis testing as well as for generating random samples distributed according to the corresponding probability density function. A new asymptotic representation in terms of the complementary error function, will be one of the important ingredients in our analysis. As we will show, this asymptotic representation is also useful in the computation of the distribution function. We illustrate the performance of all the obtained approximations with numerical examples.

READ FULL TEXT
research
01/12/2020

Asymptotic inversion of the binomial and negative binomial cumulative distribution functions

The computation and inversion of the binomial and negative binomial cumu...
research
03/11/2020

A faster and more accurate algorithm for calculating population genetics statistics requiring sums of Stirling numbers of the first kind

Stirling numbers of the first kind are used in the derivation of several...
research
09/16/2019

On the Hurwitz zeta function with an application to the exponential-beta distribution

We prove a monotonicity property of the Hurwitz zeta function which, in ...
research
03/20/2020

Non-asymptotic control of the cumulative distribution function of Lévy processes

We propose non-asymptotic controls of the cumulative distribution functi...
research
06/17/2019

Efficient computation of the cumulative distribution function of a linear mixture of independent random variables

For a variant of the algorithm in [Pit19] (arXiv:1903.10816) to compute ...
research
07/14/2021

New Developments on the Non-Central Chi-Squared and Beta Distributions

New formulas for the moments about zero of the Non-central Chi-Squared a...

Please sign up or login with your details

Forgot password? Click here to reset