On the numerical solution of the chemical master equation with sums of rank one tensors

Markus Hegland*, Jochen Garcke

*Corresponding author for this work

    Research output: Contribution to journalArticlepeer-review

    23 Citations (Scopus)

    Abstract

    We show that sums of rank one tensors (or separable functions) representing the so-called Candecomp/Parafac or cp-decomposition is used effectively to solve the chemical master equations as in many cases the effective tensor rank of the probability distribution only grows slowly with time. Both theoretical bounds and computational experiments are presented which support this claim. The proposed numerical algorithm is thought to provide an effective tool for the computational study of stochastic biochemical systems involving large numbers of different chemical species.

    Original languageEnglish
    Pages (from-to)C628-C643
    JournalANZIAM Journal
    Volume52
    Publication statusPublished - 2010

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