Using Inside-Outside Algorithm for Estimation of the Offspring Distribution in Multitype Branching Processes


Autoria(s): Daskalova, Nina
Data(s)

08/06/2011

08/06/2011

2010

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

http://hdl.handle.net/10525/1606

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