Calculate the expectation of random variable, integration of a function.
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I want to calculate the expectation of one random variable $frac{1}{sqrt{a^2+x^2}}$, where $xsim N(0,sigma^2)$ and $a$ is a constant.
It is straightforward that we can come to the integration of the following
$$intlimits _{-infty}^{infty} exp(-frac{x^2}{2sigma^2}) frac{1}{sqrt{x^2+a^2}} dx.$$
How can we handle this integration, or how can we approximate its value?
probability integration probability-distributions expected-value
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add a comment |
$begingroup$
I want to calculate the expectation of one random variable $frac{1}{sqrt{a^2+x^2}}$, where $xsim N(0,sigma^2)$ and $a$ is a constant.
It is straightforward that we can come to the integration of the following
$$intlimits _{-infty}^{infty} exp(-frac{x^2}{2sigma^2}) frac{1}{sqrt{x^2+a^2}} dx.$$
How can we handle this integration, or how can we approximate its value?
probability integration probability-distributions expected-value
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$begingroup$
This is a modified Bessel function in terms of the quantity $eta = a^2/(2sigma)^2$, which has a nice series expansion about $eta = infty$, so it would have good approximation properties when $a/sigma$ is large.
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– heropup
Dec 11 '18 at 8:44
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Thanks! What is the general form of the modified Bessel function you mentioned?
$endgroup$
– ZHANG Wei
Dec 11 '18 at 9:00
add a comment |
$begingroup$
I want to calculate the expectation of one random variable $frac{1}{sqrt{a^2+x^2}}$, where $xsim N(0,sigma^2)$ and $a$ is a constant.
It is straightforward that we can come to the integration of the following
$$intlimits _{-infty}^{infty} exp(-frac{x^2}{2sigma^2}) frac{1}{sqrt{x^2+a^2}} dx.$$
How can we handle this integration, or how can we approximate its value?
probability integration probability-distributions expected-value
$endgroup$
I want to calculate the expectation of one random variable $frac{1}{sqrt{a^2+x^2}}$, where $xsim N(0,sigma^2)$ and $a$ is a constant.
It is straightforward that we can come to the integration of the following
$$intlimits _{-infty}^{infty} exp(-frac{x^2}{2sigma^2}) frac{1}{sqrt{x^2+a^2}} dx.$$
How can we handle this integration, or how can we approximate its value?
probability integration probability-distributions expected-value
probability integration probability-distributions expected-value
asked Dec 11 '18 at 8:21
ZHANG WeiZHANG Wei
388
388
$begingroup$
This is a modified Bessel function in terms of the quantity $eta = a^2/(2sigma)^2$, which has a nice series expansion about $eta = infty$, so it would have good approximation properties when $a/sigma$ is large.
$endgroup$
– heropup
Dec 11 '18 at 8:44
$begingroup$
Thanks! What is the general form of the modified Bessel function you mentioned?
$endgroup$
– ZHANG Wei
Dec 11 '18 at 9:00
add a comment |
$begingroup$
This is a modified Bessel function in terms of the quantity $eta = a^2/(2sigma)^2$, which has a nice series expansion about $eta = infty$, so it would have good approximation properties when $a/sigma$ is large.
$endgroup$
– heropup
Dec 11 '18 at 8:44
$begingroup$
Thanks! What is the general form of the modified Bessel function you mentioned?
$endgroup$
– ZHANG Wei
Dec 11 '18 at 9:00
$begingroup$
This is a modified Bessel function in terms of the quantity $eta = a^2/(2sigma)^2$, which has a nice series expansion about $eta = infty$, so it would have good approximation properties when $a/sigma$ is large.
$endgroup$
– heropup
Dec 11 '18 at 8:44
$begingroup$
This is a modified Bessel function in terms of the quantity $eta = a^2/(2sigma)^2$, which has a nice series expansion about $eta = infty$, so it would have good approximation properties when $a/sigma$ is large.
$endgroup$
– heropup
Dec 11 '18 at 8:44
$begingroup$
Thanks! What is the general form of the modified Bessel function you mentioned?
$endgroup$
– ZHANG Wei
Dec 11 '18 at 9:00
$begingroup$
Thanks! What is the general form of the modified Bessel function you mentioned?
$endgroup$
– ZHANG Wei
Dec 11 '18 at 9:00
add a comment |
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$begingroup$
This is a modified Bessel function in terms of the quantity $eta = a^2/(2sigma)^2$, which has a nice series expansion about $eta = infty$, so it would have good approximation properties when $a/sigma$ is large.
$endgroup$
– heropup
Dec 11 '18 at 8:44
$begingroup$
Thanks! What is the general form of the modified Bessel function you mentioned?
$endgroup$
– ZHANG Wei
Dec 11 '18 at 9:00