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  • © 2018

Theory and Application of Uniform Experimental Designs

Authors:

  • Equips readers with key idea and method of the uniform experimental design
  • Reviews the subject in both theoretical and applied aspects
  • 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

Part of the book series: Lecture Notes in Statistics (LNS, volume 221)

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Table of contents (8 chapters)

  1. Front Matter

    Pages i-xvi
  2. Introduction

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 1-42
  3. Uniformity Criteria

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 43-100
  4. Construction of Uniform Designs—Deterministic Methods

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 101-154
  5. Construction of Uniform Designs—Algorithmic Optimization Methods

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 155-182
  6. Modeling Techniques

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 183-208
  7. Connections Between Uniformity and Other Design Criteria

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 209-241
  8. Applications of Uniformity in Other Design Types

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 243-261
  9. Uniform Design for Experiments with Mixtures

    • Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou
    Pages 263-295
  10. Back Matter

    Pages 297-300

About this book

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.

Authors and Affiliations

  • Beijing Normal University-Hong Kong Baptist University United International College, Zhuhai, China

    Kai-Tai Fang

  • School of Statistics and Data Science, Nankai University, Tianjin, China

    Min-Qian Liu, Yong-Dao Zhou

  • Faculty of Mathematics and Statistics, Central China Normal University, Wuhan, China

    Hong Qin

About the authors

Kai-Tai Fang is a professor at the BNU-HKBU United International college and is a research professor at the Institute of Applied Mathematics, Chinese Academy of Sciences, Beijing, China.

Min-Qian Liu is a professor at the Institute of Statistics, Nankai University, Tianjin, China

Hong Qin is a professor at the Faculty of Mathematics and Statistics, Central China Normal

University, Wuhan, China

Yong-Dao Zhou is a professor at the Institute of Statistics, Nankai University, Tianjin, China

Bibliographic Information

  • Book Title: Theory and Application of Uniform Experimental Designs

  • Authors: Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou

  • Series Title: Lecture Notes in Statistics

  • DOI: https://doi.org/10.1007/978-981-13-2041-5

  • Publisher: Springer Singapore

  • eBook Packages: Mathematics and Statistics, Mathematics and Statistics (R0)

  • Copyright Information: Springer Nature Singapore Pte Ltd. and Science Press 2018

  • Softcover ISBN: 978-981-13-2040-8Published: 02 October 2018

  • eBook ISBN: 978-981-13-2041-5Published: 02 October 2018

  • Series ISSN: 0930-0325

  • Series E-ISSN: 2197-7186

  • Edition Number: 1

  • Number of Pages: XVI, 300

  • Number of Illustrations: 16 b/w illustrations, 30 illustrations in colour

  • Additional Information: Jointly published with Science Press, Beijing

  • Topics: Statistical Theory and Methods, Applied Statistics

Buy it now

Buying options

eBook USD 64.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 84.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access