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Exact bounds for tail probabilities of martingales with bounded differences

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  • Additional Information
    • Publication Information:
      Vilnius University Press, 2009.
    • Publication Date:
      2009
    • Collection:
      LCC:Mathematics
    • Abstract:
      We consider random walks, say Wn = {0, M1, . . ., Mn} of length n starting at 0 and based on a martingale sequence Mk = X1 + ··· + Xk with differences Xm. Assuming |Xk| \leq 1 we solve the isoperimetric problem Bn(x) = supP\{Wn visits an interval [x,∞)\}, (1) where sup is taken over all possible Wn. We describe random walks which maximize the probability in (1). We also extend the results to super-martingales.For martingales our results can be interpreted as a maximal inequalities P\{max 1\leq k\leq n Mk \geq x\} \leq Bn(x). The maximal inequality is optimal since the equality is achieved by martingales related to the maximizing random walks. To prove the result we introduce a general principle – maximal inequalities for (natural classes of) martingales are equivalent to (seemingly weaker) inequalities for tail probabilities, in our case Bn(x) = supP{Mn \geq x}. Our methods are similar in spirit to a method used in [1], where a solution of an isoperimetric problem (1), for integer x is provided and to the method used in [4], where the isoperimetric problem of type (1) for conditionally symmetric bounded martingales was solved for all x ∈ R.
    • File Description:
      electronic resource
    • ISSN:
      0132-2818
      2335-898X
    • Relation:
      https://www.journals.vu.lt/LMR/article/view/18001; https://doaj.org/toc/0132-2818; https://doaj.org/toc/2335-898X
    • Accession Number:
      10.15388/LMR.2009.73
    • Accession Number:
      edsdoj.553090f0d8fc46d8ac1161c7552a7d0d