D-optimal designs for Poisson regression with synergetic interaction effect

被引:2
|
作者
Freise, Fritjof [1 ]
Grasshoff, Ulrike [2 ]
Roettger, Frank [3 ]
Schwabe, Rainer [4 ]
机构
[1] Univ Vet Med Hannover, Dept Biometry Epidemiol & Informat Proc, Bunteweg 2, D-30559 Hannover, Germany
[2] Humboldt Univ, Sch Business & Econ, Unter Linden 6, D-10099 Berlin, Germany
[3] Univ Geneva, Res Ctr Stat, Blvd Pont dArve 40, CH-1205 Geneva, Switzerland
[4] Otto von Guericke Univ, Inst Math Stochast, Univ Pl 2, D-39106 Magdeburg, Germany
关键词
D-optimal design; Poisson regression; Interaction; Synergy effect; Minimally supported design;
D O I
10.1007/s11749-020-00752-w
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We characterize D-optimal designs in the two-dimensional Poisson regression model with synergetic interaction and provide an explicit proof. The proof is based on the idea of reparameterization of the design region in terms of contours of constant intensity. This approach leads to a substantial reduction in complexity as properties of the sensitivity can be treated along and across the contours separately. Furthermore, some extensions of this result to higher dimensions are presented.
引用
收藏
页码:1004 / 1025
页数:22
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