Bradley-Terry模型饱和优化设计的半代数几何

Thomas Kahle, Frank Röttger, R. Schwabe
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引用次数: 1

摘要

非线性回归优化设计理论研究给定设计空间上的局部最优性。我们用小无向图识别了Bradley- Terry配对比较模型的设计,并证明了每个饱和d -最优设计都由一条路径表示。我们详细讨论了四种备选方案的情况,并推导出参数空间中最优区域的显式多项式不等式描述。利用这些区域,对于参数空间中的每个点,我们可以规定一个d -最优设计。
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The semialgebraic geometry of saturated optimal designs for the Bradley–Terry model
Optimal design theory for nonlinear regression studies local optimality on a given design space. We identify designs for the Bradley--Terry paired comparison model with small undirected graphs and prove that every saturated D-optimal design is represented by a path. We discuss the case of four alternatives in detail and derive explicit polynomial inequality descriptions for optimality regions in parameter space. Using these regions, for each point in parameter space we can prescribe a D-optimal design.
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Journal of Algebraic Statistics
Journal of Algebraic Statistics STATISTICS & PROBABILITY-
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