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In this work, the distributional properties of the goodness-of-fit term in likelihood-based information criteria are explored. These properties are then leveraged to construct a novel goodness-of-fit test for normal linear regression models…

统计方法学 · 统计学 2023-09-20 Scott H. Koeneman , Joseph E. Cavanaugh

We propose and analyse a novel nonparametric goodness of fit testing procedure for exchangeable exponential random graph models (ERGMs) when a single network realisation is observed. The test determines how likely it is that the observation…

统计方法学 · 统计学 2021-03-02 Wenkai Xu , Gesine Reinert

Data depth provides a centre-outward ordering for multivariate data. Recently, some univariate GoF tests based on data depth have been studied by Li (2018). This paper discusses some univariate goodness of fit tests based on centre-outward…

统计方法学 · 统计学 2024-05-14 Rahul Singh

The degrees are a classical and relevant way to study the topology of a network. They can be used to assess the goodness-of-fit for a given random graph model. In this paper we introduce goodness-of-fit tests for two classes of models.…

统计理论 · 数学 2019-07-30 Sarah Ouadah , Stéphane Robin , Pierre Latouche

A survey of goodness-of-fit and symmetry tests based on the characterization properties of distributions is presented. This approach became popular in recent years. In most cases the test statistics are functionals of $U$-empirical…

统计理论 · 数学 2017-07-07 Ya. Yu. Nikitin

Goodness-of-fit (GoF) tests are a fundamental component of statistical practice, essential for checking model assumptions and testing scientific hypotheses. Despite their widespread use, popular GoF tests exhibit surprisingly low…

统计方法学 · 统计学 2025-10-28 Christian T. Covington , Jeffrey W. Miller

This paper provides a general framework for Stein's density method for multivariate continuous distributions. The approach associates to any probability density function a canonical operator and Stein class, as well as an infinite…

概率论 · 数学 2023-04-27 Guillaume Mijoule , Martin Raič , Gesine Reinert , Yvik Swan

We consider the goodness of fit testing problem for ergodic diffusion processes. The basic hypothesis is supposed to be simple. The diffusion coefficient is known and the alternatives are described by the different trend coefficients. We…

统计理论 · 数学 2009-03-27 Yury A. Kutoyants

This paper studies computational aspects of an asymptotically distribution-free goodness-of-fit test for non-Gaussian distributions based on the Khmaladze martingale transformation when the location and scale parameters of the distribution…

应用统计 · 统计学 2023-08-02 Jiwoong Kim

This paper contributes to answering a question that is of crucial importance in risk management and extreme value theory: How to select the threshold above which one assumes that the tail of a distribution follows a generalized Pareto…

统计方法学 · 统计学 2020-01-27 Ingo Hoffmann , Christoph J. Börner

We discuss a goodness-of-fit method which tests the compatibility between statistically independent data sets. The method gives sensible results even in cases where the chi^2-minima of the individual data sets are very low or when several…

高能物理 - 唯象学 · 物理学 2007-05-23 M. Maltoni , T. Schwetz

We consider goodness-of-fit tests of symmetric stable distributions based on weighted integrals of the squared distance between the empirical characteristic function of the standardized data and the characteristic function of the standard…

统计理论 · 数学 2009-01-06 Muneya Matsui , Akimichi Takemura

In many applications, we encounter data on Riemannian manifolds such as torus and rotation groups. Standard statistical procedures for multivariate data are not applicable to such data. In this study, we develop goodness-of-fit testing and…

统计方法学 · 统计学 2021-03-02 Wenkai Xu , Takeru Matsuda

The bivariate Poisson distribution is commonly used to model bivariate count data. In this paper we study a goodness-of-fit test for this distribution. We also provide a review of the existing tests for the bivariate Poisson distribution,…

统计理论 · 数学 2019-02-26 Francisco Novoa-Muñoz

The derivation and application of Stein identities have received considerable research interest in recent years, especially for continuous or discrete-univariate distributions. In this paper, we complement the existing literature by…

统计方法学 · 统计学 2026-03-02 Shaochen Wang , Christian H. Weiß

The goodness-of-fit test for discrimination of two tail distribution using higher order statistics is proposed. The consistency of proposed test is proved for two different alternatives. We do not assume belonging the corresponding…

统计理论 · 数学 2017-02-21 Igor Vladimirovich Rodionov

In this paper we study goodness-of-fit testing of single-index models. The large sample behavior of certain score-type test statistics is investigated. As a by-product, we obtain asymptotically distribution-free maximin tests for a large…

统计理论 · 数学 2007-06-13 Winfried Stute , Li-Xing Zhu

This paper introduces two new families of non-parametric tests of goodness-of-fit on the compact classical groups. One of them is a family of tests for the eigenvalue distribution induced by the uniform distribution, which is consistent…

统计理论 · 数学 2018-02-27 Amir Sepehri

We present a sequential version of the kernelized Stein discrepancy goodness-of-fit test, which allows for conducting goodness-of-fit tests for unnormalized densities that are continuously monitored and adaptively stopped. That is, the…

机器学习 · 统计学 2025-04-18 Diego Martinez-Taboada , Aaditya Ramdas

This paper introduces chi-square goodness-of-fit tests to check for conditional distribution model specification. The data is cross-classified according to the Rosenblatt transform of the dependent variable and the explanatory variables,…

计量经济学 · 经济学 2023-09-25 Miguel A. Delgado , Julius Vainora