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Theory and application of uniform experimental designs

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 th...

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Detalles Bibliográficos
Autores principales: Fang, Kai-Tai, Liu, Min-Qian, Qin, Hong, Zhou, Yong-Dao
Lenguaje:eng
Publicado: Springer 2018
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-981-13-2041-5
http://cds.cern.ch/record/2646982
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author Fang, Kai-Tai
Liu, Min-Qian
Qin, Hong
Zhou, Yong-Dao
author_facet Fang, Kai-Tai
Liu, Min-Qian
Qin, Hong
Zhou, Yong-Dao
author_sort Fang, Kai-Tai
collection CERN
description 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.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2018
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spelling cern-26469822021-04-21T18:40:50Zdoi:10.1007/978-981-13-2041-5http://cds.cern.ch/record/2646982engFang, Kai-TaiLiu, Min-QianQin, HongZhou, Yong-DaoTheory and application of uniform experimental designsMathematical Physics and MathematicsThe 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.Springeroai:cds.cern.ch:26469822018
spellingShingle Mathematical Physics and Mathematics
Fang, Kai-Tai
Liu, Min-Qian
Qin, Hong
Zhou, Yong-Dao
Theory and application of uniform experimental designs
title Theory and application of uniform experimental designs
title_full Theory and application of uniform experimental designs
title_fullStr Theory and application of uniform experimental designs
title_full_unstemmed Theory and application of uniform experimental designs
title_short Theory and application of uniform experimental designs
title_sort theory and application of uniform experimental designs
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-981-13-2041-5
http://cds.cern.ch/record/2646982
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