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Theory and Application of Uniform Experimental Designs / / by Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou



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Autore: Fang Kai-Tai Visualizza persona
Titolo: Theory and Application of Uniform Experimental Designs / / by Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou Visualizza cluster
Pubblicazione: Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2018
Edizione: 1st ed. 2018.
Descrizione fisica: 1 online resource (312 pages)
Disciplina: 001.434
Soggetto topico: Statistics
Statistical Theory and Methods
Applied Statistics
Persona (resp. second.): LiuMin-Qian
QinHong
ZhouYong-Dao
Nota di contenuto: 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 -- .
Sommario/riassunto: 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.
Titolo autorizzato: Theory and Application of Uniform Experimental Designs  Visualizza cluster
ISBN: 981-13-2041-1
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910300109103321
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Serie: Lecture Notes in Statistics, . 2197-7186 ; ; 221