Will the function of these random variables be a sub-Gaussian distribution?











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Suppose a function $f(X,Y)$ is $sigma$-sub-gaussian when the random variables $X$and $Y$ are distributed independently of each other.



For example,
$f(mu,sigma) = exp(-frac{(x-mu)^2}{2sigma^2})$ where $sigma$ and $mu $ are distributed according to distribution $P_{mu}$ and $P_{sigma}$. Given they are independent $f(mu,sigma)$ will be distributed according to $P_{mu}.P_{sigma}$



My question is if now, $sigma$ and $mu $ are rather distributed jointly in a dependent fashion i.e. distributed according to $P_{mu,sigma}$ ,will the distribution still be sub-Gaussian ?










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    Suppose a function $f(X,Y)$ is $sigma$-sub-gaussian when the random variables $X$and $Y$ are distributed independently of each other.



    For example,
    $f(mu,sigma) = exp(-frac{(x-mu)^2}{2sigma^2})$ where $sigma$ and $mu $ are distributed according to distribution $P_{mu}$ and $P_{sigma}$. Given they are independent $f(mu,sigma)$ will be distributed according to $P_{mu}.P_{sigma}$



    My question is if now, $sigma$ and $mu $ are rather distributed jointly in a dependent fashion i.e. distributed according to $P_{mu,sigma}$ ,will the distribution still be sub-Gaussian ?










    share|cite|improve this question
























      up vote
      0
      down vote

      favorite









      up vote
      0
      down vote

      favorite











      Suppose a function $f(X,Y)$ is $sigma$-sub-gaussian when the random variables $X$and $Y$ are distributed independently of each other.



      For example,
      $f(mu,sigma) = exp(-frac{(x-mu)^2}{2sigma^2})$ where $sigma$ and $mu $ are distributed according to distribution $P_{mu}$ and $P_{sigma}$. Given they are independent $f(mu,sigma)$ will be distributed according to $P_{mu}.P_{sigma}$



      My question is if now, $sigma$ and $mu $ are rather distributed jointly in a dependent fashion i.e. distributed according to $P_{mu,sigma}$ ,will the distribution still be sub-Gaussian ?










      share|cite|improve this question













      Suppose a function $f(X,Y)$ is $sigma$-sub-gaussian when the random variables $X$and $Y$ are distributed independently of each other.



      For example,
      $f(mu,sigma) = exp(-frac{(x-mu)^2}{2sigma^2})$ where $sigma$ and $mu $ are distributed according to distribution $P_{mu}$ and $P_{sigma}$. Given they are independent $f(mu,sigma)$ will be distributed according to $P_{mu}.P_{sigma}$



      My question is if now, $sigma$ and $mu $ are rather distributed jointly in a dependent fashion i.e. distributed according to $P_{mu,sigma}$ ,will the distribution still be sub-Gaussian ?







      probability-distributions






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      asked Nov 17 at 21:57









      vortex_sparrow

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