Variation comparison between infinitely divisible distributions and the normal distribution

Statistical Papers(2024)

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摘要
Let X be a random variable with finite second moment. We investigate the inequality: P{|X-E[X]|≤√(Var(X))}≥ P{|Z|≤ 1} , where Z is a standard normal random variable. We prove that this inequality holds for many familiar infinitely divisible continuous distributions including the Laplace, Gumbel, Logistic, Pareto, infinitely divisible Weibull, Log-normal, Student’s t and Inverse Gaussian distributions. Numerical results are given to show that the inequality with continuity correction also holds for some infinitely divisible discrete distributions.
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关键词
Variation comparison inequality,Infinitely divisible distribution,Normal distribution,Weibull distribution,Log-normal distribution,Student’s t-distribution,Inverse Gaussian distribution,60E15,62G32,90C15
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