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Some alpha stable distribution documentation. (#6)
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# Alpha-stable distribution modelling | ||
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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. | ||
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If $X$ and $Y$ are independent alpha stable r.v., the sum $Z$ will satisfy: | ||
$$s_z^\alpha = s_x^\alpha + s_y^\alpha$$ | ||
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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! | ||
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## References | ||
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* https://en.wikipedia.org/wiki/Stable_distribution | ||
* https://www.sciencedirect.com/topics/mathematics/stable-distribution |