Mathematics – Statistics Theory
Scientific paper
2008-04-09
Mathematics
Statistics Theory
8 pages, no figure, added proof
Scientific paper
In this paper, we develop a general approach for probabilistic estimation and optimization. An explicit formula is derived for controlling the reliability of probabilistic estimation based on a mixed criterion of absolute and relative errors. By employing the Chernoff bound and the concept of sampling, the minimization of a probabilistic function is transformed into an optimization problem amenable for gradient descendent algorithms.
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