Skip to content

Commit

Permalink
Some alpha stable distribution documentation. (#6)
Browse files Browse the repository at this point in the history
  • Loading branch information
balancap authored Nov 10, 2023
1 parent 85bf6d2 commit 16fc32e
Showing 1 changed file with 19 additions and 0 deletions.
19 changes: 19 additions & 0 deletions docs/alpha_stable.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,19 @@
# Alpha-stable distribution modelling

For any $alpha\in (0, 2]$, a centered alpha stable random variable $X$ has the following characteristic function
$$exp(-|st|^\alpha)$$
where $s$ is the scaling of $X$. If $\alpha=2$, it corresponds to a centered Gaussian distribution.

If $X$ and $Y$ are independent alpha stable r.v., the sum $Z$ will satisfy:
$$s_z^\alpha = s_x^\alpha + s_y^\alpha$$


Some questions:
* Is an alpha stable model more robust, i.e. better thanks to heavy tails representing outliers?
* $alpha=1$, i.e. Cauchy distribution has the nice aspect of being very simple!


## References

* https://en.wikipedia.org/wiki/Stable_distribution
* https://www.sciencedirect.com/topics/mathematics/stable-distribution

0 comments on commit 16fc32e

Please sign in to comment.