Author | Pan, Jian-Xin. author |
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Title | Growth Curve Models and Statistical Diagnostics [electronic resource] / by Jian-Xin Pan, Kai-Tai Fang |
Imprint | New York, NY : Springer New York : Imprint: Springer, 2002 |
Connect to | http://dx.doi.org/10.1007/978-0-387-21812-0 |
Descript | XVII, 388 p. online resource |
1 Introduction -- 1.1 General Remarks -- 1.2 Statistical Diagnostics in Multivariate Analysis -- 1.3 Growth Curve Model (GCM) -- 1.4 Summary -- 1.5 Preliminary Results -- 1.6 Further Readings -- 2 Generalized Least Square Estimation -- 2.1 General Remarks -- 2.2 Generalized Least Square Estimation -- 2.3 Admissible Estimate of Regression Coefficient -- 2.4 Bibliographical Notes -- 3 Maximum Likelihood Estimation -- 3.1 Maximum Likelihood Estimation -- 3.2 Raoโs Simple Covariance Structure (SCS) -- 3.3 Restricted Maximum Likelihood Estimation -- 3.4 Bibliographical Notes -- 4 Discordant Outlier and Influential Observation -- 4.1 General Remarks -- 4.2 Discordant Outlier Detection in the GCM with SCS -- 4.3 Influential Observation in the GCM with SCS -- 4.4 Discordant Outlier Detection in the GCM with UC -- 4.5 Influential Observation in the GCM with UC -- 4.6 Bibliographical Notes -- 5 Likelihood-Based Local Influence -- 5.1 General Remarks -- 5.2 Local Influence Assessment in the GCM with SCS -- 5.3 Local Influence Assessment in the GCM with UC -- 5.4 Bibliographical Notes -- 6 Bayesian Influence Assessment -- 6.1 General Remarks -- 6.2 Bayesian Influence Analysis in the GCM with SCS -- 6.3 Bayesian Influence Analysis in the GCM with UC -- 6.4 Bibliographical Notes -- 7 Bayesian Local Influence -- 7.1 General Remarks -- 7.2 Bayesian Local Influence in the GCM with SCS -- 7.3 Bayesian Local Influence in the GCM with UC -- 7.4 Bibliographical Notes -- Appendix Data sets used in this book -- References -- Author Index