Wiley StatsRef: Statistics Reference Online 2018
DOI: 10.1002/9781118445112.stat00962.pub2
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Directional Distributions

Abstract: Various practical situations give rise to observations that are directions, and this has led to the field of directional statistics. Especially in recent years, new applications of this area have emerged, such as in structural bioinformatics, machine learning and cosmology. Consequently, various new directional distributions have appeared in the literature including on the circle, sphere, cylinder, torus, among others. These distributions take into account the underlying manifold. In this article, we provide a… Show more

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Cited by 6 publications
(10 citation statements)
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“…For the sake of simplicity, let us assume that the random variable φ µ is independent from d µ and ρ µ . Regarding its probability density function, we propose to adopt a convenient statistical model for angular random variables, namely the Wrapped-Gaussian Distribution (WGD), with average value φ and variance σ 2 φ [40]. The definition and main properties of WGD's, which basically correspond to normal probability distributions 'wrapped' around the unit circle, are recalled in Appendix D. Using these properties, the ensemble-averaged Mueller matrix of the sample is:…”
Section: A Stochastic Depolarization Model Of An Ensemble Of Random L...mentioning
confidence: 99%
“…For the sake of simplicity, let us assume that the random variable φ µ is independent from d µ and ρ µ . Regarding its probability density function, we propose to adopt a convenient statistical model for angular random variables, namely the Wrapped-Gaussian Distribution (WGD), with average value φ and variance σ 2 φ [40]. The definition and main properties of WGD's, which basically correspond to normal probability distributions 'wrapped' around the unit circle, are recalled in Appendix D. Using these properties, the ensemble-averaged Mueller matrix of the sample is:…”
Section: A Stochastic Depolarization Model Of An Ensemble Of Random L...mentioning
confidence: 99%
“…The alternative way is to take an average. For that matter, we define the first trigonometric moment about the mean direction [40] as…”
Section: B Circular Statisticsmentioning
confidence: 99%
“…Because the range of possible values is finite, the uniform distribution p max (φ) = 1/(2π) with S(p max ) = ln(2π) is an admissible reference distribution with maximum entropy when no additional information is given. Another interesting reference distribution is the von Mises distribution [53] p max (φ) = e κ cos(φ−µ) 2πI 0 (κ) ,…”
Section: Example Of Angle and Angular Momentummentioning
confidence: 99%