A Gaussian scale mixture is a random variable , where has a standard normal distribution and is independent of a positive random scale . Its probability density function is the average of the conditional normal densities. Random scales can produce larger kurtosis than a single normal law.
An independent unit-scale Rayleigh distribution variable and standard normal distribution variable give with Laplace distribution of density . Indeed its characteristic function is .
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