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Given observations from a positive random variable contaminated by multiplicative measurement error, we consider a nonparametric goodness-of-fit testing task for its unknown density in a non-asymptotic framework. We propose a testing…

统计理论 · 数学 2025-12-02 Jan Johannes , Bianca Neubert

We develop a systematic, omnibus approach to goodness-of-fit testing for parametric distributional models when the variable of interest is only partially observed due to censoring and/or truncation. In many such designs, tests based on the…

统计方法学 · 统计学 2026-02-10 Juan Carlos Escanciano , Jacobo de Uña-Álvarez

A new goodness-of-fit test for normality in high-dimension (and Reproducing Kernel Hilbert Space) is proposed. It shares common ideas with the Maximum Mean Discrepancy (MMD) it outperforms both in terms of computation time and applicability…

统计理论 · 数学 2014-04-14 Jérémie Kellner , Alain Celisse

Classical tests of goodness-of-fit aim to validate the conformity of a postulated model to the data under study. Given their inferential nature, they can be considered a crucial step in confirmatory data analysis. In their standard…

统计方法学 · 统计学 2022-04-06 Sara Algeri , Xiangyu Zhang

We consider the error distribution in functional linear models with scalar response and functional covariate. Different asymptotic expansions of the empirical distribution function and the empirical characteristic function based on…

统计方法学 · 统计学 2025-12-01 Natalie Neumeyer , Leonie Selk

A large class of goodness-of-fit test statistics based on sup-functionals of weighted empirical processes is proposed and studied. The weight functions employed are Erd\H{o}s-Feller-Kolmogorov-Petrovski upper-class functions of a Brownian…

统计理论 · 数学 2016-04-04 Natalia Stepanova , Tatjana Pavlenko

Testing procedures for assessing a parametric regression model with circular response and $\mathbb{R}^d$-valued covariate are proposed and analyzed in this work both for independent and for spatially correlated data. The test statistics are…

统计方法学 · 统计学 2020-09-01 Andrea Meilán-Vila , Mario Francisco-Fernández , Rosa M. Crujeiras

The C statistic is a widely used likelihood-ratio statistic for model fitting and goodness-of-fit assessments with Poisson data in high-energy physics and astrophysics. Although it enjoys convenient asymptotic properties, the statistic is…

统计方法学 · 统计学 2025-10-07 Xiaoli Li , Yang Chen , Xiao-Li Meng , David van Dyk , Massimiliano Bonamente , Vinay Kashyap

We introduce two new tools to assess the validity of statistical distributions. These tools are based on components derived from a new statistical quantity, the $comparison$ $curve$. The first tool is a graphical representation of these…

统计方法学 · 统计学 2024-05-16 Gilles R. Ducharme , Teresa Ledwina

We propose a new class of goodness-of-fit tests for the inverse Gaussian distribution. The proposed tests are weighted $L^2$-type tests depending on a tuning parameter. We develop the asymptotic theory under the null hypothesis and under a…

统计方法学 · 统计学 2022-01-31 J. S. Allison , S. Betsch , B. Ebner , I. J. H. Visagie

Various distribution free goodness-of-fit test procedures have been extracted from literature. We present two new binning free tests, the univariate three-region-test and the multivariate energy test. The power of the selected tests with…

概率论 · 数学 2007-05-23 B. Aslan , G. Zech

A sizable amount of goodness-of-fit tests involving functional data have appeared in the last decade. We provide a relatively compact revision of most of these contributions, within the independent and identically distributed framework, by…

统计方法学 · 统计学 2021-05-28 Wenceslao González-Manteiga , Rosa M. Crujeiras , Eduardo García-Portugués

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

We propose a goodness-of-fit measure for probability densities modeling observations with varying dimensionality, such as text documents of differing lengths or variable-length sequences. The proposed measure is an instance of the kernel…

机器学习 · 统计学 2023-07-14 Jerome Baum , Heishiro Kanagawa , Arthur Gretton

Generalized linear models (GLMs) are used within a vast number of application domains. However, formal goodness of fit (GOF) tests for the overall fit of the model$-$so-called "global" tests$-$seem to be in wide use only for certain classes…

统计方法学 · 统计学 2021-03-01 Nikola Surjanovic , Richard Lockhart , Thomas M. Loughin

Weighted histograms are used for the estimation of probability density functions. Computer simulation is the main domain of application of this type of histogram. A review of chi-square goodness of fit tests for weighted histograms is…

数据分析、统计与概率 · 物理学 2015-05-13 Nikolai Gagunashvili

We present a new class of multivariate binning-free and nonparametric goodness-of-fit tests. The test quantity \emph{energy} is a function of the distances of observed and simulated observations in the variate space. The simulation follows…

高能物理 - 实验 · 物理学 2007-05-23 B. Aslan , G. Zech

We propose a new omnibus goodness-of-fit test based on trigonometric moments of probability-integral-transformed data. The test builds on the framework of the LK test introduced by Langholz and Kronmal [J. Amer. Statist. Assoc. 86 (1991),…

统计方法学 · 统计学 2026-03-31 Alain Desgagné , Frédéric Ouimet

In this work, goodness-of-fit tests are adapted and applied to CMB maps to detect possible non-Gaussianity. We use Shapiro-Francia test and two Smooth goodness-of-fit tests: one developed by Rayner and Best and another one developed by…

天体物理学 · 物理学 2015-06-24 A. M. Aliaga , E. Martinez-Gonzalez , L. Cayon , F. Argueso , J. L. Sanz , R. B. Barreiro

We develop goodness-of-fit tests for max-stable random fields, which are used to model heavy-tailed spatial data. The test statistics are constructed based on the Fourier transforms of the indicators of extreme values in the heavy-tailed…

统计方法学 · 统计学 2025-12-09 Ying Niu , Zhao Chen , Christina Dan Wang , Yuwei Zhao