A nonlinear drift which leads to $\kappa$-generalized distributions
Tatsuaki Wada

TL;DR
This paper introduces a novel nonlinear drift in a Fokker-Planck system that results in a steady-state distribution described by a $$-generalized Gaussian, featuring non-Gaussian power-law tails.
Contribution
It presents a new momentum-dependent drift in the Fokker-Planck equation leading to $$-generalized Gaussian steady states, expanding understanding of non-Gaussian distributions.
Findings
Steady-state distribution is a $$-generalized Gaussian.
The drift coefficient asymptotically decreases as -1/p.
The resulting distribution has power-law tails.
Abstract
We consider a system described by a Fokker-Planck equation with a new type of momentum-dependent drift coefficient which asymptotically decreases as for a large momentum . It is shown that the steady-state of this system is a -generalized Gaussian distribution, which is a non-Gaussian distribution with a power-law tail.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
