A central limit theorem via differential equations
Taral Guldahl Seierstad
Source: Ann. Appl. Probab. Volume 19, Number 2
(2009), 661-675.
Abstract
In a paper from 1995, Wormald gave general criteria for certain parameters in a family of discrete random processes to converge to the solution of a system of differential equations. Based on this method, we show that if some further conditions are satisfied, the parameters converge to a multivariate normal distribution.
First Page:
Show
Hide
Keywords: Central limit theorem; differential equations; random graphs; minimum degree graph process; d-process
Full-text: Open access
Links and Identifiers
Permanent link to this document: http://projecteuclid.org/euclid.aoap/1241702246
Digital Object Identifier: doi:10.1214/08-AAP557
Zentralblatt MATH identifier: 05566096
Mathematical Reviews number (MathSciNet): MR2521884
References
[1] Hurewicz, W. (1958). Lectures on Ordinary Differential Equations. The Technology Press of the Massachusetts Institute of Technology, Cambridge, MA.
Mathematical Reviews (MathSciNet): MR90703
[2] Kang, M. and Seierstad, T. G. (2007). Phase transition of the minimum degree random multigraph process. Random Structures Algorithms 31 330–353.
Mathematical Reviews (MathSciNet): MR2352179
[3] McLeish, D. L. (1974). Dependent central limit theorems and invariance principles. Ann. Probab. 2 620–628.
Mathematical Reviews (MathSciNet): MR358933
Digital Object Identifier: doi:10.1214/aop/1176996608
[4] Ruciński, A. and Wormald, N. C. (1992). Random graph processes with degree restrictions. Combin. Probab. Comput. 1 169–180.
Mathematical Reviews (MathSciNet): MR1179247
Zentralblatt MATH: 0793.05113
[5] Tong, Y. L. (1990). The Multivariate Normal Distribution. Springer, New York.
Mathematical Reviews (MathSciNet): MR1029032
Zentralblatt MATH: 0689.62036
[6] Wormald, N. C. (1995). Differential equations for random processes and random graphs. Ann. Appl. Probab. 5 1217–1235.
Mathematical Reviews (MathSciNet): MR1384372
Zentralblatt MATH: 0847.05084
Digital Object Identifier: doi:10.1214/aoap/1177004612
Project Euclid: euclid.aoap/1177004612
[7] Wormald, N. C. (1999). The differential equation method for random graph processes and greedy algorithms. In Lectures on Approximation and Randomized Algorithms. (M. Karoński and H. J. Prömel, eds.) 75–152. PWN, Warsaw.
The Annals of Applied Probability