Skip to main content
11 events
when toggle format what by license comment
Nov 11, 2020 at 13:08 history edited wlad CC BY-SA 4.0
added 2 characters in body
Nov 11, 2020 at 13:01 history edited wlad CC BY-SA 4.0
added 267 characters in body
Nov 11, 2020 at 12:54 comment added wlad I think this is a simpler and more general way of looking at it: en.wikipedia.org/wiki/…
Nov 11, 2020 at 12:35 comment added ABIM Ah, this is very helpful. Thanks ogogmad!
Nov 11, 2020 at 12:32 comment added wlad It follows from the rotational symmetry of $N(0, \sigma \oplus \sigma \oplus \dotsb \oplus \sigma)$. Consider the case when $x$ is parallel to one of the coordinate axes; it's clear that $a^T x$ follows the same distribution as $N(0, \sigma |x|)$. Now using rotational symmetry of the distribution of $a$, simply change coordinates so that $x$ is parallel to one of the coordinate axes
Nov 11, 2020 at 12:23 comment added ABIM Actually, this works great. Thank you ogogmad!
Nov 11, 2020 at 12:23 vote accept ABIM
Nov 11, 2020 at 12:15 comment added wlad Ah, $a$ follows an axis-symmetric distribution. So I think that to sample from $a^T x$, you need only to sample from $N(0, \sigma)$ and multiply by $|x|$. Does that make sense?
Nov 11, 2020 at 12:10 comment added wlad @Zorn'sLama Is there a way to sample from $a^T x$ where $a$ is a vector of iid samples from $N(0, \sigma)$? I'll try and think about this
Nov 11, 2020 at 12:07 comment added ABIM I like this idea. However, it may take a long time to loop over. Would you happen to know of another way?
Nov 11, 2020 at 12:03 history answered wlad CC BY-SA 4.0