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๐Ÿ“

Optimal Covariate Designs: Theory and Applications

โœ Scribed by Premadhis Das, Ganesh Dutta, Nripes Kumar Mandal, Bikas Kumar Sinha (auth.)


Publisher
Springer India
Year
2015
Tongue
English
Leaves
231
Edition
1
Category
Library

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โœฆ Synopsis


This book primarily addresses the optimality aspects of covariate designs. A covariate model is a combination of ANOVA and regression models. Optimal estimation of the parameters of the model using a suitable choice of designs is of great importance; as such choices allow experimenters to extract maximum information for the unknown model parameters. The main emphasis of this monograph is to start with an assumed covariate model in combination with some standard ANOVA set-ups such as CRD, RBD, BIBD, GDD, BTIBD, BPEBD, cross-over, multi-factor, split-plot and strip-plot designs, treatment control designs, etc. and discuss the nature and availability of optimal covariate designs. In some situations, optimal estimations of both ANOVA and the regression parameters are provided. Global optimality and D-optimality criteria are mainly used in selecting the design. The standard optimality results of both discrete and continuous set-ups have been adapted, and several novel combinatorial techniques have been applied for the construction of optimum designs using Hadamard matrices, the Kronecker product, Rao-Khatri product, mixed orthogonal arrays to name a few.

โœฆ Table of Contents


Front Matter....Pages i-xvii
Optimal Covariate Designs (OCDs): Scope of the Monograph....Pages 1-11
OCDs in Completely Randomized Design Set-Up....Pages 13-26
OCDs in Randomized Block Design Set-Up....Pages 27-39
OCDs in Balanced Incomplete Block Design Set-Up....Pages 41-63
OCDs in Group Divisible Design Set-Up....Pages 65-88
OCDs in Binary Proper Equireplicate Block Design Set-Up....Pages 89-111
OCDs in Balanced Treatment Incomplete Block Design Set-Up....Pages 113-130
Miscellaneous Other Topics and Issues....Pages 131-176
Applications of the Theory of OCDs....Pages 177-216
Back Matter....Pages 217-221

โœฆ Subjects


Statistics and Computing/Statistics Programs; Statistics for Business/Economics/Mathematical Finance/Insurance; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences; Statistics for Life Sciences, Medicine, He


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