Maximum Likelihood Estimation of Multiple Membership Mixed Models Used in Value-Added Modeling
An EM algorithm, Karl et al. (2013) doi:10.1016/j.csda.2012.10.004, is used to estimate the generalized, variable, and complete persistence models, Mariano et al. (2010) doi:10.3102/1076998609346967. These are multiple-membership linear mixed models with teachers modeled as "G-side" effects and students modeled with either "G-side" or "R-side" effects. package
| Package: | GPvam |
| Type: | Package |
| Version: | 3.1-1 |
| Date: | 2024-10-14 |
| License: | GPL-2 |
Andrew Karl, Yan Yang, and Sharon Lohr
Maintainer: Andrew Karl akarl@asu.edu
Karl, A., Yang, Y. and Lohr, S. (2013) Efficient Maximum Likelihood Estimation of Multiple Membership Linear Mixed Models, with an Application to Educational Value-Added Assessments Computational Statistics & Data Analysis 59 , 13--27.
Karl, A., Yang, Y. and Lohr, S. (2014) Computation of Maximum Likelihood Estimates for Multiresponse Generalized Linear Mixed Models with Non-nested, Correlated Random Effects Computational Statistics & Data Analysis 73 , 146--162.
Karl, A., Yang, Y. and Lohr, S. (2014) A Correlated Random Effects Model for Nonignorable Missing Data in Value-Added Assessment of Teacher Effects Journal of Educational and Behavioral Statistics 38 , 577--603.
Karl, A., Zimmerman, D. (2021) A diagnostic for bias in linear mixed model estimators induced by dependence between the random effects and the corresponding model matrix Journal of Statistical Planning and Inference 211 , 107--118.
Lockwood, J., McCaffrey, D., Mariano, L., Setodji, C. (2007) Bayesian Methods for Scalable Multivariate Value-Added Assesment. Journal of Educational and Behavioral Statistics 32 , 125--150.
Mariano, L., McCaffrey, D. and Lockwood, J. (2010) A Model for Teacher Effects From Longitudinal Data Without Assuming Vertical Scaling. Journal of Educational and Behavioral Statistics 35 , 253--279.
McCaffrey, D. and Lockwood, J. (2011) Missing Data in Value-Added Modeling of Teavher Effects, Annals of Applied Statistics 5 , 773--797
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