ISSN 2738-0971 | eISSN 2738-1013

STATISTICAL CAUSALITY AND QUASIMARTINGALES

Authors

Dragana Valjarević
University of Pristina, Faculty of Natural Sciences and Mathematics, Kosovska Mitrovica
Ljiljana Petrović
Department of mathematics and Statistics, Faculty of Economics, University of Belgrade

Keywords

Causality, Filtration, Martingale, Quasimartingale

Abstract

Concept of causality is very popular and applicable nowadays, especially when we consider the cases "what would happen if" and "what would have happened if". Here we consider the concept of causality based on the Granger’s definition of causality, introduced in Mykland (1986). Many of the systems to which it is natural to apply tests of causality take place in continuous time, so we will consider the continuous time processes. Here we consider the connection between the concept of causality and the property of being a quasimartingale. Quasimartingales were investigated by Fisk (1965), Orey and specially Rao (1969). Namely, in this paper we prove an equivalence between the given concept of causality and preservation of quasimartingale property if the filtration is getting larger. We prove the same equivalence for the stopped quasimartingale with respect to the truncated filtrations.

Published
2018/12/02
Issue
Vol. 8 No. 2 (2018)
Section
Original Scientific Paper

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