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Universally Optimal Designs for the Two-Dimensional Interference Model

机译:二维干涉模型的通用最优设计

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摘要

There have been some major advances in the theory of optimal designs for interference models. However, the majority of them focus on one-dimensional layout of the block and the study for two-dimensional interference model is quite limited partly due to technical difficulties. In this thesis, we try to fill this gap by systematically characterizing all possible universally optimal designs simultaneously. Our research in such direction is presented in five chapters. Chapter 1 introduces the backgrounds and the motivations of our research. A review of the works in the literature is also included. Chapter 2 gives the optimal and efficient designs under the criteria of universally optimal. We first explain the interference model in details. We then introduce the complete class and drive a necessary and sufficient condition for a design within it to be universally optimal. Later, we establish a necessary and sufficient condition for an arbitrary design to be universally optimal. The extended case of different side effects is also addressed. Chapter 3 derive theoretical results regarding the supporting set of block arrays. This shrinks the pool of feasible designs and saves the computational cost tremendously. Chapter 4 provides some concrete examples of optimal or efficient designs for various situations. We also study some existing designs from the literature. Chapter 5 shows the details of the proofs for theorems and lemmas in the thesis.
机译:干扰模型的最佳设计理论已经取得了一些重大进展。然而,它们中的大多数集中于块的一维布局,并且由于技术上的困难,对二维干涉模型的研究相当有限。在本文中,我们试图通过系统地表征所有可能的普遍最优设计来填补这一空白。我们在这一方面的研究共分五章。第1章介绍了我们的研究背景和动机。还包括对文献著作的评论。第2章给出了普遍最优准则下的最优高效设计。我们首先详细解释干扰模型。然后,我们介绍完整的类,并为其中的设计达到普遍最佳状态提供必要的充分条件。后来,我们为任意设计达到普遍最佳化建立了必要和充分的条件。还解决了不同副作用的扩展情况。第三章推导了有关块阵列支持集的理论结果。这缩小了可行设计的范围,并极大地节省了计算成本。第4章提供了针对各种情况的最佳或有效设计的一些具体示例。我们还从文献中研究了一些现有的设计。第五章详细介绍了定理和引理的证明。

著录项

  • 作者

    Xu, Heng.;

  • 作者单位

    Purdue University.;

  • 授予单位 Purdue University.;
  • 学科 Mathematics.;Statistics.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 75 p.
  • 总页数 75
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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