题名 | Theory and Application of Uniform Experimental Designs |
作者 | |
著作类型 | 著By |
出版日期 | 2018 |
出版者 | Springer |
出版地 | Singapore |
摘要 | The book provides necessary knowledge for readers interested in developing the theory of uniform experimental design. It discusses measures of uniformity, various construction methods of uniform designs, modeling techniques, design and modeling for experiments with mixtures, and the usefulness of the uniformity in block, factorial and supersaturated designs. Experimental design is an important branch of statistics with a long history, and is extremely useful in multi-factor experiments. Involving rich methodologies and various designs, it has played a key role in industry, technology, sciences and various other fields. A design that chooses experimental points uniformly scattered on the domain is known as uniform experimental design, and uniform experimental design can be regarded as a fractional factorial design with model uncertainty, a space-filling design for computer experiments, a robust design against the model specification, and a supersaturated design and can be applied to experiments with mixtures. |
关键词 | Uniformity Designs-Deterministic Methods Kriging models Block Designs Experiments with Mixtures Construction of Uniform Designs Deterministic Approach Numerical Optimization Approach |
ISBN | 9789811320408; 9789811320415 |
DOI | https://doi.org/10.1007/978-981-13-2041-5 |
语种 | 英语English |
所属丛书 | Lecture Notes in Statistics, volume 221 |
页数 | 300 |
引用统计 | |
文献类型 | 专著 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/4455 |
专题 | 理工科技学院 |
作者单位 | 1.Beijing Normal University-Hong Kong, Baptist University United International College, Zhuhai, Guangdong, China 2.School of Statistics and Data Science, Nankai University, Tianjin, China 3.Faculty of Mathematics and Statistics, Central China Normal University, Wuhan, Hubei, China 4.Institute of Applied Mathematics, Chinese Academy of Sciences, Beijing, China |
第一作者单位 | 北师香港浸会大学 |
推荐引用方式 GB/T 7714 | Fang, Kaitai,Liu, Minqian,Qin, Honget al. Theory and Application of Uniform Experimental Designs[M]. Singapore: Springer, 2018. |
条目包含的文件 | 条目无相关文件。 |
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