arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1804.02655stat.CO
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最优连续试验设计的有效计算算法

Efficient Computational Algorithm for Optimal Continuous Experimental Designs

Jiangtao Duan, Wei Gao, Hon Keung Tony Ng

摘要:

提出了一种计算线性模型连续最优试验设计的简单而有效的算法。给出了连续设计空间上$D$ -最优准则单调收敛的另一种证明.我们进一步表明,该算法收敛到$D$ -最优设计。我们还提供了一个算法的$A$ -最优性和猜想,该算法收敛单调连续设计空间。不同的数值例子被用来证明所提出的算法的实用性和性能。

英文摘要:

A simple yet efficient computational algorithm for computing the continuous optimal experimental design for linear models is proposed. An alternative proof the monotonic convergence for $D$-optimal criterion on continuous design spaces are provided. We further show that the proposed algorithm converges to the $D$-optimal design. We also provide an algorithm for the $A$-optimality and conjecture that the algorithm convergence monotonically on continuous design spaces. Different numerical examples are used to demonstrated the usefulness and performance of the proposed algorithms.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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