CROSS-MOMENTS COMPUTATION FOR STOCHASTIC CONTEXT-FREE GRAMMARS

Velimir M Ilić, Miroslav D Ćirić, Miomir S Stanković

DOI Number
https://doi.org/10.22190/FUMI1902289I
First page
289
Last page
309

Abstract


In this paper we consider the problem of efficient computation of cross-moments of a vector random variable represented by a stochastic context-free grammar. Two types of cross-moments are discussed. The sample space for the first one is the set of all derivations of the context-free grammar, and the sample space for the second one is the set of all derivations which generate a string belonging to the language of the grammar. In the past, this problem was widely studied, but mainly for the cross-moments of scalar variables and up to the second order. This paper presents new algorithms for computing the cross-moments of an arbitrary order, while the previously developed ones are derived as special cases.


Keywords

Stochastic context-free grammar; cross-moments; semiring; moment-generating function; partition function; inside-outside algorithm.

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References


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DOI: https://doi.org/10.22190/FUMI1902289I

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