6 resultados para Mixtures-of-experts
em Bulgarian Digital Mathematics Library at IMI-BAS
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* This work was financially supported by the Russian Foundation for Basic Research, project no. 04-01-00858a.
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* The work was supported by the RFBR under Grants N07-01-00331a, 08-07-00136a
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In the work [1] we proposed an approach of forming a consensus of experts’ statements in pattern recognition. In this paper, we present a method of aggregating sets of individual statements into a collective one for the case of forecasting of quantitative variable.
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The paper is a contribution to the theory of branching processes with discrete time and a general phase space in the sense of [2]. We characterize the class of regular, i.e. in a sense sufficiently random, branching processes (Φk) k∈Z by almost sure properties of their realizations without making any assumptions about stationarity or existence of moments. This enables us to classify the clans of (Φk) into the regular part and the completely non-regular part. It turns out that the completely non-regular branching processes are built up from single-line processes, whereas the regular ones are mixtures of left-tail trivial processes with a Poisson family structure.
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* The work was supported by the RFBR under Grant N07-01-00331a.
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2000 Mathematics Subject Classification: Primary 60F17, 60G52, 60G70 secondary 60E07, 62E20.