Specification tests for normal/gamma and stable/gamma stochastic frontier models based on empirical transforms

Goodness-of-fit tests for the distribution of the composed error term in a Stochastic Frontier Model (SFM) are suggested. We focus on the case of a normal/gamma SFM and the heavy-tailed stable/gamma SFM. In the first case we use the moment generating function as tool while in the latter case the characteristic function of the error term and formulate our test statistics as weighted integrals of properly standardized data. The new tests are consistent, and for the normal/gamma SFM are shown to have an intrinsic relation to moment-based tests. The finite-sample behavior of a resampling version of the new test for the normal/gamma SFM is investigated by Monte Carlo simulations, while the corresponding test for the stable/gamma SFM is applied on several real-data sets.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
02/27/2022

Goodness-of-fit tests for stochastic frontier models based on the characteristic function

We consider goodness-of-fit tests for the distribution of the composed e...
research
11/08/2017

Inverse stable prior for exponential models

We consider a class of non-conjugate priors as a mixing family of distri...
research
08/16/2021

Logistic or not logistic?

We propose a new class of goodness-of-fit tests for the logistic distrib...
research
04/26/2020

A bimodal gamma distribution: Properties, regression model and applications

In this paper we propose a bimodal gamma distribution using a quadratic ...
research
03/08/2023

Goodness-of-fit tests for multivariate skewed distributions based on the characteristic function

We employ a general Monte Carlo method to test composite hypotheses of g...
research
07/23/2022

New Characterizations of the Gamma Distribution via Independence of Two Statistics by Using Anosov's Theorem

Available in the literature are properties which characterize the gamma ...
research
02/07/2018

Statistical tests for daily and total precipitation volumes to be abnormally extremal

In this paper, two approaches are proposed to the definition of abnormal...

Please sign up or login with your details

Forgot password? Click here to reset