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Sine-skewed circular distributions are identifiable and have easily-computable trigonometric moments and a simple random number generation algorithm, whereas they are known to have relatively low levels of asymmetry. This study proposes a…

统计方法学 · 统计学 2024-02-16 Yoichi Miyata , Takayuki Shiohama , Toshihiro Abe

Three-way data can be conveniently modelled by using matrix variate distributions. Although there has been a lot of work for the matrix variate normal distribution, there is little work in the area of matrix skew distributions. Three matrix…

统计方法学 · 统计学 2018-08-15 Michael P. B. Gallaugher , Paul D. McNicholas

Laplace distribution is popular in the field of economics and finance. Still, data sets often show a lack of symmetry and a tendency of being bounded from either side of their support. In view of this, we introduce a new family of skew…

统计理论 · 数学 2024-06-18 Raju. K. Lohot , V. U. Dixit

This paper introduces constrained mixtures for continuous distributions, characterized by a mixture of distributions where each distribution has a shape similar to the base distribution and disjoint domains. This new concept is used to…

机器学习 · 统计学 2015-03-29 Conrado S. Miranda , Fernando J. Von Zuben

In this article, we propose joint location, scale and skewness models of the skew Laplace normal (SLN) distribution as an alternative model for joint modelling location, scale and skewness models of the skew-t-normal (STN) distribution when…

统计理论 · 数学 2018-03-15 Fatma Zehra Doğru , Olcay Arslan

The beta model is the most important distribution for fitting data with the unit interval. However, the beta distribution is not suitable to model bimodal unit interval data. In this paper, we propose a bimodal beta distribution constructed…

统计方法学 · 统计学 2021-08-19 Roberto Vila , Lucas Alfaia , André F. B. Menezes , Mehmet N. Çankaya , Marcelo Bourguignon

In statistical applications, the normal and the Laplace distributions are often contrasted: the former as a standard tool of analysis, the latter as its robust counterpart. I discuss the convolutions of these two popular distributions and…

统计方法学 · 统计学 2017-12-21 Marco Geraci

This work provides a survey of the general class of distributions generated from the mixture of the beta random variables. We provide an extensive review of the literature, concerning generating new distributions via the inverse CDF…

统计方法学 · 统计学 2020-05-12 Palash Sharma

Probabilistic finite mixture models are widely used for unsupervised clustering. These models can often be improved by adapting them to the topology of the data. For instance, in order to classify spatially adjacent data points similarly,…

计算机视觉与模式识别 · 计算机科学 2022-02-09 Jonathan Vacher , Claire Launay , Ruben Coen-Cagli

Since its introduction, the skew-$t$ distribution has received much attention in the literature both for the study of theoretical properties and as a model for data fitting in empirical work. A major motivation for this interest is the high…

统计计算 · 统计学 2019-07-25 Adelchi Azzalini , Mahdi Salehi

In meta-analysis, the random-effects models are standard tools to address between-study heterogeneity in evidence synthesis analyses. For the random-effects distribution models, the normal distribution model has been adopted in most…

应用统计 · 统计学 2021-07-28 Hisashi Noma , Kengo Nagashima , Shogo Kato , Satoshi Teramukai , Toshi A. Furukawa

Mixtures of shifted asymmetric Laplace distributions were introduced as a tool for model-based clustering that allowed for the direct parameterization of skewness in addition to location and scale. Following common practices, an…

统计方法学 · 统计学 2023-03-28 Yuan Fang , Brian C. Franczak , Sanjeena Subedi

We propose a flexible family of distributions, generalized $t$-distributions, on the cylinder which is obtained as a conditional distribution of a trivariate $t$ distribution. The new distribution has unimodality or bimodality, symmetry or…

统计方法学 · 统计学 2015-07-20 Shonosuke Sugasawa , Kunio Shimizu , Shogo Kato

In times where more and more data become available and where the data exhibit rather complex structures (significant departure from symmetry, heavy or light tails), flexible modelling has become an essential task for statisticians as well…

统计方法学 · 统计学 2014-09-23 Christophe Ley

The modality is important topic for modelling. Using parametric models is an efficient way when real data set shows trimodality. In this paper we propose a new class of trimodal probability distributions, that is, probability distributions…

统计方法学 · 统计学 2022-04-08 Roberto Vila , Victor Serra , Mehmet N. Çankaya , Felipe Quintino

We propose a new family of error distributions for model-based quantile regression, which is constructed through a structured mixture of normal distributions. The construction enables fixing specific percentiles of the distribution while,…

统计方法学 · 统计学 2017-02-10 Yifei Yan , Athanasios Kottas

A new class of probability distributions closely connected to generalized hyperbolic distributions is introduced. It is more adapted to study the distributions of sums of random number of random variables. The properties of these…

概率论 · 数学 2015-02-10 Lev B. Klebanov , Svetlozar T. Rachev

In this paper, an alternative Discrete skew Logistic distribution is proposed, which is derived by using the general approach of discretizing a continuous distribution while retaining its survival function. The properties of the…

统计方法学 · 统计学 2016-04-07 Deepesh Bhati , Subrata Chakraborty , Snober Gowhar Lateef

In this article, the exponentiated discrete Lindley distribution is presented and studied. Some important distributional properties are discussed. Using the maximum likelihood method, estimation of the model parameters is investigated.…

统计理论 · 数学 2018-07-27 M. El-Morshedy , M. S. Eliwa , H. Nagy

Birnbaum-Saunders models have been widely used to model positively skewed data. In this paper, we introduce a bivariate Birnbaum-Saunders distribution which has the means as parameters. We present some properties of the univariate and…

统计方法学 · 统计学 2018-05-01 Helton Saulo , Jeremias Leão , Roberto Vila , Victor Leiva , Vera Tomazella