An impossibility result for process discrimination
Probability
2009-07-10 v4 Information Theory
math.IT
Statistics Theory
Statistics Theory
Abstract
Two series of binary observations and are presented: at each time we are given and . It is assumed that the sequences are generated independently of each other by two B-processes. We are interested in the question of whether the sequences represent a typical realization of two different processes or of the same one. We demonstrate that this is impossible to decide, in the sense that every discrimination procedure is bound to err with non-negligible frequency when presented with sequences from some B-processes. This contrasts earlier positive results on B-processes, in particular those showing that there are consistent -distance estimates for this class of processes.
Keywords
Cite
@article{arxiv.0809.1053,
title = {An impossibility result for process discrimination},
author = {Daniil Ryabko},
journal= {arXiv preprint arXiv:0809.1053},
year = {2009}
}