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Theory and Application of Uniform Experimental Designs
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Theory and Application of Uniform Experimental Designs/ by Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou.
作者:
Fang, Kai-Tai.
其他作者:
Liu, Min-Qian.
面頁冊數:
XVI, 300 p. 46 illus., 30 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
Statistics . -
電子資源:
https://doi.org/10.1007/978-981-13-2041-5
ISBN:
9789811320415
Theory and Application of Uniform Experimental Designs
Fang, Kai-Tai.
Theory and Application of Uniform Experimental Designs
[electronic resource] /by Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou. - 1st ed. 2018. - XVI, 300 p. 46 illus., 30 illus. in color.online resource. - Lecture Notes in Statistics,2210930-0325 ;. - Lecture Notes in Statistics,214.
Introduction -- Uniformity Criteria -- Construction of Uniform Designs-Deterministic Methods -- Construction of Uniform Designs-Algorithmic Optimization Methods -- Modeling Techniques -- Connections Between Uniformity and Other Design Criteria -- Applications of Uniformity in Other Design Types -- Uniform Design for Experiments with Mixtures -- .
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.
ISBN: 9789811320415
Standard No.: 10.1007/978-981-13-2041-5doiSubjects--Topical Terms:
1253516
Statistics .
LC Class. No.: QA276-280
Dewey Class. No.: 519.5
Theory and Application of Uniform Experimental Designs
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