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Martingale property of empirical processes
Authors:Sergio Albeverio  Yeneng Sun  Jiang-Lun Wu
Affiliation:Institut für Angewandte Mathematik der Universität Bonn, Wegelerstr. 6, D-53115 Bonn, Germany ; Department of Mathematics, National University of Singapore, 2 Science Drive 2, Singapore 117543, Republic of Singapore ; Department of Mathematics, University of Wales Swansea, Singleton Park, Swansea SA2 8PP, United Kingdom
Abstract:It is shown that for a large collection of independent martingales, the martingale property is preserved on the empirical processes. Under the assumptions of independence and identical finite-dimensional distributions, it is proved that a large collection of stochastic processes are martingales essentially if and only if the empirical processes are also martingales. These two results have implications on the testability of the martingale property in scientific modeling. Extensions to submartingales and supermartingales are given.

Keywords:Essential independence  finite-dimensional distributions  empirical process  exact law of large numbers  Loeb product space  Keisler's Fubini theorem  martingale  submartingale  supermartingale  
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