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Indefinitely Oscillating Martingales

We construct a class of nonnegative martingale processes that oscillate indefinitely with high probability. For these processes, we state a uniform rate of the number of oscillations and show that this rate is asymptotically close to the theoretical upper bound. These bounds on probability and expectation of the number of upcrossings are compared to classical bounds from the martingale literature. We discuss two applications. First, our results imply that the limit of the minimum description length operator may not exist. Second, we give bounds on how often one can change one's belief in a given hypothesis when observing a stream of data.

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Related contextRelated contextRelated contextCo-authorshipAuthorshipAuthorshipTopic signalTopic signalTopic signalTopic signalWIndefinitely Oscillating Martin...preprint / 2014AJan LeikeResearcherAMarcus HutterResearcherTMachine Learning49008 worksTmath.PR7239 worksTmath.ST3384 worksTStatistics Theory3281 works
PaperSignal 106 links

Indefinitely Oscillating Martingales

preprint / 2014

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