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On the Law of Large Numbers for the empirical measure process of Generalized Dyson Brownian motion
- Publication Year :
- 2014
- Publisher :
- arXiv, 2014.
-
Abstract
- We study the generalized Dyson Brownian motion (GDBM) of an interacting $N$-particle system with logarithmic Coulomb interaction and general potential $V$. Under reasonable condition on $V$, we prove the existence and uniqueness of strong solution to SDE for GDBM. We then prove that the family of the empirical measures of GDBM is tight on $\mathcal {C}([0,T],\mathscr{P}(\mathbb{R}))$ and all the large $N$ limits satisfy a nonlinear McKean-Vlasov equation. Inspired by previous works due to Biane and Speicher, Carrillo, McCann and Villani, we prove that the McKean-Vlasov equation is indeed the gradient flow of the Voiculescu free entropy on the Wasserstein space of probability measures over $\mathbb{R}$. Using the optimal transportation theory, we prove that if $V"\geq K$ for some constant $K\in \mathbb{R}$, the McKean-Vlasov equation has a unique weak solution. This proves the Law of Large Numbers and the propagation of chaos for the empirical measures of GDBM. Finally, we prove the longtime convergence of the McKean-Vlasov equation for $C^2$-convex potentials $V$.<br />Comment: Update revised version of the previous version. arXiv admin note: text overlap with arXiv:1303.1240
- Subjects :
- Pure mathematics
Free entropy
Weak solution
Probability (math.PR)
Statistical and Nonlinear Physics
Space (mathematics)
01 natural sciences
010305 fluids & plasmas
Law of large numbers
0103 physical sciences
FOS: Mathematics
Uniqueness
Balanced flow
010306 general physics
Mathematical Physics
Brownian motion
Mathematics - Probability
Mathematics
Probability measure
Subjects
Details
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....6a10ea92be67552895543376ad182747
- Full Text :
- https://doi.org/10.48550/arxiv.1407.7234