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E-raamat: Growth Curves [Taylor & Francis e-raamat]

(University of Michigan, Ann Arbor, USA), (Texas A&M University, College Station, Texas, USA)
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This work describes several statistical techniques for studying repeated measures data, presenting growth curve methods applicable to biomedical, social, animal, agricultural and business research. It details the multivariate development of growth science and repeated measures experiments, covering time-moving covariates, exchangable errors, bioassay results, missing data procedures and nonparametric and Bayesian methods.

For professionals and graduate students in statistics, and experimental scientists interested in analyzing correlated data, describes several statistical techniques for studying repeated measures data, and presents growth curve methods applicable to biomedical, social, animal, agricultural, and business research. Among the models described are the multidimensional, the sum of profiles and time moving, Potthoff-Roy, and nonparametric. Includes three case studies involving the eyes of dogs, the diet of quarter horses, and suctioning in intensive care. Annotation copyright Book News, Inc. Portland, Or.
The growth curve model; a multidimensional growth curve model; the sum of profiles and time moving covariates models; a growth curve model with exchangeably distributed errors; structured-covariance matrices, model selection, prediction from growth curves and other topics; growth curves with incomplete or unbalanced data; Potthoff-Roy growth curve model - derivations of main results; Bayesian techniques; nonparametric techniques in growth curves. Appendices: case study 1 - effects of prostaglandin and leukotriene on the eyes of dogs; case study 2 - plasma silicon concentrations from dietary treatment of sodium zeolite A (SZA) in quarter horses; case study 3 - endotracheal suctioning in intensive care. (Part Contents).
Anant Kshirsagar, William Smith