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An important aspect of the shape of a distribution is the level of asymmetry. Strong asymmetries play a role in many ecosystems and are found in the size and reproductive success of individuals. But the standard third moment coefficient of…

统计方法学 · 统计学 2022-09-23 Mario Schlemmer

Skewness measures can be used to measure the level of asymmetry of a distribution. Given the prevalence of statistical methods that assume underlying symmetry, and also the desire for symmetry in order to make meaningful judgements for…

统计理论 · 数学 2019-12-19 Chandima N. P. G. Arachchige , Luke A. Prendergast

In the literature, quite a few measures have been proposed for quantifying the deviation of a probability distribution from symmetry. The most popular of these skewness measures are based on the third centralized moment and on quantiles.…

统计理论 · 数学 2019-08-23 Andreas Eberl , Bernhard Klar

The paper considers the classical Goodness of Fit test. It suggests to use the Gamma distribution for the approximation of the distribution of the Pearson statistics with unknown parameters estimated from raw data. The parameters of these…

统计理论 · 数学 2019-05-21 Nikolai Dokuchaev

Noise is an unavoidable part of most measurements which can hinder a correct interpretation of the data. Uncertainties propagate in the data analysis and can lead to biased results even in basic descriptive statistics such as the central…

天体物理仪器与方法 · 物理学 2023-11-27 Lorenzo Rimoldini

For clinical studies with continuous outcomes, when the data are potentially skewed, researchers may choose to report the whole or part of the five-number summary (the sample median, the first and third quartiles, and the minimum and…

统计方法学 · 统计学 2023-05-09 Jiandong Shi , Dehui Luo , Xiang Wan , Yue Liu , Jiming Liu , Zhaoxiang Bian , Tiejun Tong

To solve the problems in measuring coefficient of skewness related to extreme value, irregular distance from the middle point and distance between two consecutive numbers, "Rank skewness" a new measure of the coefficient of skewness has…

统计方法学 · 统计学 2019-08-20 Ummay Salma Shorna , Md. Forhad Hossain

Testing for normality is a widely used procedure in statistics and data analysis, often applied prior to employing methods that rely on the assumption of normally distributed data. While several existing tests target distributional…

统计方法学 · 统计学 2026-04-07 Akin Anarat , Holger Schwender

Various statistical tests have been developed for testing the equality of means in matched pairs with missing values. However, most existing methods are commonly based on certain distributional assumptions such as normality, 0-symmetry or…

统计理论 · 数学 2016-03-02 Lubna Amro , Markus Pauly

We use a system of first-order partial differential equations that characterize the moment generating function of the $d$-variate standard normal distribution to construct a class of affine invariant tests for normality in any dimension. We…

统计理论 · 数学 2019-01-15 Norbert Henze , Jaco Visagie

In this paper, we introduce a new method for testing the stationarity of time series, where the test statistic is obtained from measuring and maximising the difference in the second-order structure over pairs of randomly drawn intervals.…

统计方法学 · 统计学 2016-11-29 Haeran Cho

There is a wide availability of methods for testing normality under the assumption of independent and identically distributed data. When data are dependent in space and/or time, however, assessing and testing the marginal behavior is…

统计方法学 · 统计学 2023-10-17 Minwoo Kim , Marc G Genton , Raphael Huser , Stefano Castruccio

We propose a new powerful family of tests of univariate normality. These tests are based on an initial value problem in the space of characteristic functions originating from the fixed point property of the normal distribution in the zero…

统计理论 · 数学 2020-02-28 Bruno Ebner

We study the asymptotic behavior of the maximum likelihood estimator corresponding to the observation of a trajectory of a Skew Brownian motion, through a uniform time discretization. We characterize the speed of convergence and the…

概率论 · 数学 2015-03-17 Antoine Lejay , Ernesto Mordecki , Soledad Torres

This paper investigates the distribution of marks obtained by students across multiple courses to explore whether the data conforms to a skew-normal distribution. Traditional methods for assessing normality, such as the Shapiro Wilk test,…

统计方法学 · 统计学 2025-01-28 Himadri Mukherjee , Pratham Bhonge

Several measures of non-convexity (departures from convexity) have been introduced in the literature, both for sets and functions. Some of them are of geometric nature, while others are more of topological nature. We address the statistical…

Let ${X_1,...,X_n}$ be i.i.d. random observations. Let $\mathbb{S}=\mathbb{L}+\mathbb{T}$ be a $U$-statistic of order $k\ge2$ where $\mathbb{L}$ is a linear statistic having asymptotic normal distribution, and $\mathbb{T}$ is a…

概率论 · 数学 2009-12-14 Vidmantas Bentkus , Bing-Yi Jing , Wang Zhou

We investigate the evolution of the skewness of the distribution of density fluctuations in CDM models with both Gaussian and non--Gaussian initial fluctuations. We show that the method proposed by Coles \& Frenk (1991), which uses the…

天体物理学 · 物理学 2015-06-24 P. Coles , L. Moscardini , F. Lucchin , S. Matarrese , A. Messina

The paper deals with measures of nonlinearity. In state estimation, they are utilized i) to select a suitable state estimation algorithm by assessing the nonlinearity of a system model, ii) to adapt the estimation algorithm structure or…

系统与控制 · 电气工程与系统科学 2024-12-10 Ondřej Straka , Jindřich Havlík

We introduce an estimation method for the scaled skewness coefficient of the sample mean of short and long memory linear processes. This method can be extended to estimate higher moments such as curtosis coefficient of the sample mean. Also…

统计理论 · 数学 2020-05-25 Masoud M Nasari , Mohamedou Ould-Haye
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