Stein's method of exchangeable pairs for absolutely continuous, univariate distributions with applications to the Polya urn model

preprint2012arXivOpen access

Abstract

We propose a way of finding a Stein type characterization of a given absolutely continuous distribution μμ on R\R which is motivated by a regression property satisfied by an exchangeable pair (W,W′)(W,W') where $\calL(W)$ is supposed or known to be close to μμ. We also develop the exchangeable pairs approach within this setting. This general procedure is then specialized to the class of Beta distributions and as an application, a convergence rate for the relative number of drawn red balls among the first nn drawings from a Polya urn is computed.

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