LEADER 03163nam 22005175 450 001 9910300109103321 005 20250409142437.0 010 $a981-13-2041-1 024 7 $a10.1007/978-981-13-2041-5 035 $a(CKB)4100000006999535 035 $a(MiAaPQ)EBC5534472 035 $a(DE-He213)978-981-13-2041-5 035 $a(PPN)231458428 035 $a(EXLCZ)994100000006999535 100 $a20181001d2018 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aTheory and Application of Uniform Experimental Designs /$fby Kai-Tai Fang, Min-Qian Liu, Hong Qin, Yong-Dao Zhou 205 $a1st ed. 2018. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2018. 215 $a1 online resource (312 pages) 225 1 $aLecture Notes in Statistics,$x2197-7186 ;$v221 311 08$a981-13-2040-3 327 $aIntroduction -- 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 -- . 330 $aThe book provides necessary knowledge for readers interested in developing the theory of uniform experimental design. It discusses measures of uniformity, various construction methods of uniform designs, modeling techniques, design and modeling for experiments with mixtures, and the usefulness of the uniformity in block, factorial and supersaturated designs. Experimental design is an important branch of statistics with a long history, and is extremely useful in multi-factor experiments. Involving rich methodologies and various designs, it has played a key role in industry, technology, sciences and various other fields. A design that chooses experimental points uniformly scattered on the domain is known as uniform experimental design, and uniform experimental design can be regarded as a fractional factorial design with model uncertainty, a space-filling design for computer experiments, a robust design against the model specification, and a supersaturated design and can be applied to experiments with mixtures. 410 0$aLecture Notes in Statistics,$x2197-7186 ;$v221 606 $aStatistics 606 $aStatistics 606 $aStatistical Theory and Methods 606 $aApplied Statistics 615 0$aStatistics. 615 0$aStatistics. 615 14$aStatistical Theory and Methods. 615 24$aApplied Statistics. 676 $a001.434 700 $aFang$b Kai-Tai$4aut$4http://id.loc.gov/vocabulary/relators/aut$0102772 702 $aLiu$b Min-Qian$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aQin$b Hong$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aZhou$b Yong-Dao$4aut$4http://id.loc.gov/vocabulary/relators/aut 906 $aBOOK 912 $a9910300109103321 996 $aTheory and Application of Uniform Experimental Designs$92050627 997 $aUNINA