Symmetric and Asymmetric Distributions : Theoretical Developments and Applications

In recent years, the advances and abilities of computer software have substantially increased the number of scientific publications that seek to introduce new probabilistic modelling frameworks, including continuous and discrete approaches, and univariate and multivariate models. Many of these theor...

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Year of Publication:2020
Language:English
Physical Description:1 electronic resource (146 p.)
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520 |a In recent years, the advances and abilities of computer software have substantially increased the number of scientific publications that seek to introduce new probabilistic modelling frameworks, including continuous and discrete approaches, and univariate and multivariate models. Many of these theoretical and applied statistical works are related to distributions that try to break the symmetry of the normal distribution and other similar symmetric models, mainly using Azzalini's scheme. This strategy uses a symmetric distribution as a baseline case, then an extra parameter is added to the parent model to control the skewness of the new family of probability distributions. The most widespread and popular model is the one based on the normal distribution that produces the skewed normal distribution. In this Special Issue on symmetric and asymmetric distributions, works related to this topic are presented, as well as theoretical and applied proposals that have connections with and implications for this topic. Immediate applications of this line of work include different scenarios such as economics, environmental sciences, biometrics, engineering, health, etc. This Special Issue comprises nine works that follow this methodology derived using a simple process while retaining the rigor that the subject deserves. Readers of this Issue will surely find future lines of work that will enable them to achieve fruitful research results. 
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653 |a ordering 
653 |a fitting distributions 
653 |a Epsilon-skew-Normal 
653 |a Epsilon-skew-Cauchy 
653 |a bivariate densities 
653 |a generalized Cauchy distributions 
653 |a asymmetric bimodal distribution 
653 |a bimodal 
653 |a maximum likelihood 
653 |a slashed half-normal distribution 
653 |a kurtosis 
653 |a likelihood 
653 |a EM algorithm 
653 |a flexible skew-normal distribution 
653 |a skew Birnbaum–Saunders distribution 
653 |a bimodality 
653 |a maximum likelihood estimation 
653 |a Fisher information matrix 
653 |a maximum likelihood estimates 
653 |a type I and II censoring 
653 |a skewness coefficient 
653 |a Weibull censored data 
653 |a truncation 
653 |a half-normal distribution 
653 |a probabilistic distribution class 
653 |a normal distribution 
653 |a identifiability 
653 |a moments 
653 |a power-normal distribution 
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