Cross Validated Asked on December 13, 2021
I’m trying to work out the expectations of a few functions under the von Mises distribution:
$
p(theta mid mu, kappa) = frac{1}{2pi I_0(kappa)}
expleft{
kappa cos left( theta – mu right)
right}
$
Specifically, for known $mu$ and $kappa$,
$
mathbb{E} left( costfrac{theta}{2} right) =
frac{1}{2pi I_0(kappa)} int_0^{2pi}
costfrac{theta}{2} expleft{
kappa cos left( theta – mu right)
right} dtheta = ?
$
However, my bag of tricks for integrals is fairly small, and I’ve hit
a kind of brick wall.
Ultimately, I’m looking for expressions for $mathbb{E}(costheta/2)$,
$mathbb{E}(sintheta/2)$, $mathbb{E}(cos^2theta/2)$, and
$mathbb{E}(sin^2theta/2)$ for a given $mu$,$kappa$.
Is there a good lit. source (or trick) for integrals of this type?
Thanks!
Ok, after a weekend of wine, cheese and brain-bashing, I solved the integrals. For the sake of posterity:
$ leftlangle cos(theta/2) rightrangle = frac{1}{sqrt{2 pi kappa} I_0(kappa)} left[ e^{ kappa} cos(mu/2) ; mathrm{erf} left( sqrt{2 kappa} sin(mu/2) right) - e^{-kappa} sin(mu/2) ; mathrm{erfi} left( sqrt{2 kappa} cos(mu/2) right) right] $
$ leftlangle sin(theta/2) rightrangle = frac{1}{sqrt{2 pi kappa} I_0(kappa)} left[ e^{ kappa} sin(mu/2) ; mathrm{erf} left( sqrt{2 kappa} sin(mu/2) right) + e^{-kappa} cos(mu/2) ; mathrm{erfi} left( sqrt{2 kappa} cos(mu/2) right) right] $
$ leftlangle cos^2(theta/2) rightrangle = frac{1}{2} left[ 1 + frac{I_1(kappa)}{I_0(kappa)} cos mu right] $
$ leftlangle sin^2(theta/2) rightrangle = frac{1}{2} left[ 1 - frac{I_1(kappa)}{I_0(kappa)} cos mu right] $
And one more, because why not...
$ leftlangle cos(theta/2) sin(theta/2) rightrangle = frac{1}{2} frac{I_1(kappa)}{I_0(kappa)} sin mu $
The one trick I hadn't tried prior to posting was the ticket: let $x = theta - mu$ and then use trig identities to simplify the expressions into known integrals.
Answered by Brad on December 13, 2021
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