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Merging sequential e-values via martingales

Authors :
Vovk, Vladimir
Wang, Ruodu
Publication Year :
2020

Abstract

We study the problem of merging sequential or independent e-values into one e-value or e-process. We describe a class of e-value merging functions via martingales and show that it dominates all merging methods for sequential e-values. All admissible methods for constructing e-processes can also be obtained in this way. In the case of merging independent e-values, the situation becomes much more complicated, and we provide a general class of such merging functions based on martingales applied to reordered data.<br />Comment: 21 pages

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2007.06382
Document Type :
Working Paper