D-Optimal designs for poisson regression models

K.G. Russell, D.C. Woods, S.M. Lewis, J.A. Eccleston

    Research output: Contribution to journalArticlepeer-review

    42 Citations (Scopus)
    6 Downloads (Pure)

    Abstract

    We consider the problem of finding an optimal design under a Poisson regression model with a log link, any number of independent variables, and an additive linear predictor. Local D-optimality of a class of designs is established through use of a canonical form of the problem and a general equivalence theorem. The results are applied in conjunction with clustering techniques to obtain a fast method of finding designs that are robust to wide ranges of model parameter values. The methods are illustrated through examples.
    Original languageEnglish
    Pages (from-to)721-730
    Number of pages10
    JournalStatistica Sinica
    Volume19
    Issue number2
    Publication statusPublished - Apr 2009

    Fingerprint

    Dive into the research topics of 'D-Optimal designs for poisson regression models'. Together they form a unique fingerprint.

    Cite this