R Transform
In free probability, the R-transform is a transform of a probability distribution that converts free additive convolution into addition. Introduced by Dan-Virgil Voiculescu, it describes the distribution of a sum of freely independent random variables. Its power-series coefficients are the free cumulants.[1][2]
Definition
Let be a compactly supported probability measure on , with Cauchy transform Near infinity, . Its compositional inverse branch satisfies near zero. The R-transform is The singularity at zero is removable. The inverse is local, rather than a global inverse of .[1]: 199 [2]
Free cumulants
Writing , the free cumulants are determined by where denotes the noncrossing partitions of . In the convention used here, In particular, is the mean and is the variance. Another convention uses .[1]
Additive convolution
If is the distribution of the sum of freely independent self-adjoint random variables with compactly supported distributions and , then for sufficiently small .[1]: 199 [2] This follows from the vanishing of mixed free cumulants.[1]
Examples
With the convention above, standard examples are:[1]
| Distribution | R-transform |
|---|---|
| Point mass | |
| Semicircular distribution with mean and variance | |
| Free Poisson distribution with rate and jump size |
The free Poisson convention in this table has .[1]: 203–204
See also
References
- ↑ 1.0 1.1 1.2 1.3 1.4 1.5 1.6 Nica, Alexandru; Speicher, Roland (2006). Lectures on the Combinatorics of Free Probability. London Mathematical Society Lecture Note Series. 335. Cambridge University Press. Lecture 11 (free cumulants and noncrossing partitions); Notation 12.6 and Theorem 12.7, p. 199 (R-transform, Cauchy transform and additivity); pp. 203–204 (free Poisson distributions); Lecture 16 (multivariable R-transform and the alternative power-series convention). https://rolandspeicher.com/wp-content/uploads/2020/06/nica-speicher-book.pdf.
- ↑ 2.0 2.1 2.2 Speicher, Roland (2019). "Lecture Notes on "Free Probability Theory"". Theorem 4.12 and Definition 4.13 (analytic definition, local inverse, free-cumulant expansion and additivity); Example 4.14 (worked calculation). arXiv:1908.08125 [math.OA].
External links
- Speicher's lecture notes: arXiv record (full text)
- Nica–Speicher book: authors' page with downloadable text and errata
