UNIFORM LAWS OF LARGE NUMBERS AND STOCHASTIC LIPSCHITZ-CONTINUITY

Authors
Citation
Rm. Dejong, UNIFORM LAWS OF LARGE NUMBERS AND STOCHASTIC LIPSCHITZ-CONTINUITY, Journal of econometrics, 86(2), 1998, pp. 243-268
Citations number
23
Categorie Soggetti
Social Sciences, Mathematical Methods",Economics,"Mathematics, Miscellaneous","Mathematics, Miscellaneous
Journal title
ISSN journal
03044076
Volume
86
Issue
2
Year of publication
1998
Pages
243 - 268
Database
ISI
SICI code
0304-4076(1998)86:2<243:ULOLNA>2.0.ZU;2-W
Abstract
This paper presents weak and strong uniform laws of large numbers for stochastically Lipschitz-continuous averages of functions of independe nt and dependent random variables. It extends results from the literat ure by making use of the cover number properties of stochastically Lip schitz-continuous averages on the one hand and convergence speeds of a verages of bounded functions on the other hand. The resulting conditio ns for uniform laws of large number for stochastically Lipschitz-conti nuous averages of functions trade off heterogeneity and dependence aga inst trending in the Lipschitz function of the function class involved . (C) 1998 Elsevier Science S.A. All rights reserved.