Using Inside-Outside Algorithm for Estimation of the Offspring Distribution in Multitype Branching Processes
| Data(s) |
08/06/2011
08/06/2011
2010
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|---|---|
| Resumo |
Multitype branching processes (MTBP) model branching structures, where the nodes of the resulting tree are particles of different types. Usually such a process is not observable in the sense of the whole tree, but only as the “generation” at a given moment in time, which consists of the number of particles of every type. This requires an EM-type algorithm to obtain a maximum likelihood (ML) estimate of the parameters of the branching process. Using a version of the inside-outside algorithm for stochastic context-free grammars (SCFG), such an estimate could be obtained for the offspring distribution of the process. * The research was partly supported by appropriated state funds for research allocated to Sofia University (contract 112/2010), Bulgaria. |
| Identificador |
Serdica Journal of Computing, Vol. 4, No 4, (2010), 463p-474p 1312-6555 |
| Idioma(s) |
en |
| Publicador |
Institute of Mathematics and Informatics Bulgarian Academy of Sciences |
| Palavras-Chave | #Multitype Branching Processes #Offspring Distribution #Maximum Likelihood Estimation #Expectation Maximization #Stochastic Context-Free Grammars #Inside-Outside Algorithm |
| Tipo |
Article |