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Theory and Method

Maximum Likelihood Computations with Repeated Measures: Application of the EM Algorithm

, &
Pages 97-105 | Received 01 May 1985, Published online: 12 Mar 2012

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Howard D. Bondell, Arun Krishna & Sujit K. Ghosh. (2010) Joint Variable Selection for Fixed and Random Effects in Linear Mixed‐Effects Models. Biometrics 66:4, pages 1069-1077.
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TAE HYOUNG KANG, SANG WOOK CHUNG & WON YOUNG YUN. (2011) AN ANALYSIS OF ACCELERATED PERFORMANCE DEGRADATION TESTS ASSUMING THE ARRHENIUS STRESS-RELATIONSHIP. Asia-Pacific Journal of Operational Research 25:06, pages 847-864.
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Andrea S. Foulkes, Recai Yucel & Xiaohong Li. (2008) A likelihood-based approach to mixed modeling with ambiguity in cluster identifiers. Biostatistics 9:4, pages 635-657.
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Mingfeng Wang, Masahiro Kuroda, Michio Sakakihara & Zhi Geng. (2007) Acceleration of the EM algorithm using the vector epsilon algorithm. Computational Statistics 23:3, pages 469-486.
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Karin Meyer. (2007) Parameter expansion for estimation of reduced rank covariance matrices (Open Access publication) . Genetics Selection Evolution 40:1, pages 3-24.
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Matthew J. Gurka & Lloyd J. Edwards. 2007. Epidemiology and Medical Statistics. Epidemiology and Medical Statistics 253 280 .
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Steffen Fieuws & Geert Verbeke. (2006) Pairwise Fitting of Mixed Models for the Joint Modeling of Multivariate Longitudinal Profiles. Biometrics 62:2, pages 424-431.
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David M. Murray, Peter J. Hannan, Sherri P. Pals, Richard G. McCowen, William L. Baker & Jonathan L. Blitstein. (2006) A comparison of permutation and mixed-model regression methods for the analysis of simulated data in the context of a group-randomized trial. Statistics in Medicine 25:3, pages 375-388.
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Lloyd J. Edwards, Paul W. Stewart, James E. MacDougall & Ronald W. Helms. (2006) A method for fitting regression splines with varying polynomial order in the linear mixed model. Statistics in Medicine 25:3, pages 513-527.
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G. Verbeke, S. Fieuws, E. Lesaffre, B. S. Kato, M. D. Foreman, P. L. O. Broos & K. Milisen. (2006) A Comparison of Procedures to Correct for Base-Line Differences in the Analysis of Continuous Longitudinal Data: A Case-Study. Journal of the Royal Statistical Society Series C: Applied Statistics 55:1, pages 93-101.
Crossref
T. P. Speed. 2004. Encyclopedia of Statistical Sciences. Encyclopedia of Statistical Sciences.
Chuhsing Kate Hsiao, Miao-Yu Tsai & Ho-Min Chen. (2005) Inference of nested variance components in a longitudinal myopia intervention trial. Statistics in Medicine 24:21, pages 3251-3267.
Crossref
A. Dogandzic & Jinghua Jin. (2005) Estimating statistical properties of MIMO fading channels. IEEE Transactions on Signal Processing 53:8, pages 3065-3080.
Crossref
Nan M. Laird. 2005. Encyclopedia of Biostatistics. Encyclopedia of Biostatistics.
Michael G. Dodds, Andrew C. Hooker & Paolo Vicini. (2005) Robust Population Pharmacokinetic Experiment Design. Journal of Pharmacokinetics and Pharmacodynamics 32:1, pages 33-64.
Crossref
CARLOS UGRINOWITSCH, GILBERT W. FELLINGHAM & MARK D. RICARD. (2004) Limitations of Ordinary Least Squares Models in Analyzing Repeated Measures Data. Medicine & Science in Sports & Exercise, pages 2144-2148.
Crossref
Taesung Park & Seung‐Yeoun Lee. (2004) Model Diagnostic Plots for Repeated Measures Data. Biometrical Journal 46:4, pages 441-452.
Crossref
T. P. Speed. 2004. Encyclopedia of Statistical Sciences. Encyclopedia of Statistical Sciences.
Wayne S. DeSarbo, Donald R. Lehmann & Frances Galliano Hollman. (2016) Modeling Dynamic Effects in Repeated-Measures Experiments Involving Preference/Choice: An Illustration Involving Stated Preference Analysis. Applied Psychological Measurement 28:3, pages 186-209.
Crossref
Sabina Berretta, Nicholas Lange, Sujoy Bhattacharyya, Ronnie Sebro, Jessica Garces & Francine M. Benes. (2004) Long‐term effects of amygdala GABA receptor blockade on specific subpopulations of hippocampal interneurons. Hippocampus 14:7, pages 876-894.
Crossref
Lang Wu & Hulin Wu. (2002) Missing Time-Dependent Covariates in Human Immunodeficiency Virus Dynamic Models. Journal of the Royal Statistical Society Series C: Applied Statistics 51:3, pages 297-318.
Crossref
Bart Michiels, Geert Molenberghs, Luc Bijnens, Tony Vangeneugden & Herbert Thijs. (2002) Selection models and pattern‐mixture models to analyse longitudinal quality of life data subject to drop‐out. Statistics in Medicine 21:8, pages 1023-1041.
Crossref
Hans C. van Houwelingen. 2002. Statistical Methods for Quality of Life Studies. Statistical Methods for Quality of Life Studies 245 259 .
Erkki P. Liski, Nripes K. Mandal, Kirti R. Shah & Bikas K. SinhaErkki P. Liski, Nripes K. Mandal, Kirti R. Shah & Bikas K. Sinha. 2002. Topics in Optimal Design. Topics in Optimal Design 1 19 .
K.J. Worsley, C.H. Liao, J. Aston, V. Petre, G.H. Duncan, F. Morales & A.C. Evans. (2002) A General Statistical Analysis for fMRI Data. NeuroImage 15:1, pages 1-15.
Crossref
David M. MurrayGlenn A. PhillipsAmanda S. Birnbaum & Leslie A. Lytle. (2016) Intraclass Correlation for Measures from a Middle School Nutrition Intervention Study: Estimates, Correlates, and Applications. Health Education & Behavior 28:6, pages 666-679.
Crossref
Munther Al-Zaid & Shie-Shien Yang. (2001) An Approximate EM Algorithm for Nonlinear Mixed Effects Models. Biometrical Journal 43:7, pages 881-893.
Crossref
David M. Murray. (2001) Statistical models appropriate for designs often used in group‐randomized trials. Statistics in Medicine 20:9-10, pages 1373-1385.
Crossref
Donald B. Rubin & Neal Thomas. 2001. Essays on Item Response Theory. Essays on Item Response Theory 193 204 .
Takashi Seo & Muni Shanker Srivastava. (2000) Testing Equality of Means and Simultaneous Confidence Intervals in Repeated Measures with Missing Data. Biometrical Journal 42:8, pages 981-993.
Crossref
Lloyd J. Edwards. (2000) Modern statistical techniques for the analysis of longitudinal data in biomedical research. Pediatric Pulmonology 30:4, pages 330-344.
Crossref
Diane J. Catellier & Keith E. Muller. (2000) Tests for Gaussian repeated measures with missing data in small samples. Statistics in Medicine 19:8, pages 1101-1114.
Crossref
David M MurrayHenry A Feldman & Paul G McGovern. (2016) Components of variance in a group-randomized trial analysed via a random-coefficients model: the Rapid Early Action for Coronary Treatment (REACT) trial. Statistical Methods in Medical Research 9:2, pages 117-133.
Crossref
Lloyd J. Edwards. 2000. Bioenvironmental and Public Health Statistics. Bioenvironmental and Public Health Statistics 1029 1057 .
Paul W. Stewart. 2000. Bioenvironmental and Public Health Statistics. Bioenvironmental and Public Health Statistics 325 354 .
Julio M. Singer & Dalton F. Andrade. 2000. Bioenvironmental and Public Health Statistics. Bioenvironmental and Public Health Statistics 115 160 .
N. Lange. 2000. Functional MRI. Functional MRI 301 335 .
Harry A. Lando, Dzung T. Thai, David M. Murray, Leslie A. Robinson, Robert W. Jeffery, Nancy E. Sherwood & Deborah J. Hennrikus. (1999) Age of Initiation, Smoking Patterns, and Risk in a Population of Working Adults. Preventive Medicine 29:6, pages 590-598.
Crossref
Susan K. Mikulich, Gary O. Zerbe, Richard H. Jones & Thomas J. Crowley. (2004) Relating the Classical Covariance Adjustment Techniques of Multivariate Growth Curve Models to Modern Univariate Mixed Effects Models. Biometrics 55:3, pages 957-964.
Crossref
Samaradasa Weerahandi & Vance W. Berger. (2004) Exact Inference for Growth Curves with Intraclass Correlation Structure*. Biometrics 55:3, pages 921-924.
Crossref
Lisa TomaskoRonald W. HelmsSteven M. Snapinn. (1999) A discriminant analysis extension to mixed models. Statistics in Medicine 18:10, pages 1249-1260.
Crossref
Joseph W HoganNan M Laird. (2016) Increasing efficiency from censored survival data by using random effects to model longitudinal covariates. Statistical Methods in Medical Research 7:1, pages 28-48.
Crossref
Lisa Maïofiss, Corinne Thomas-Haimez & Jean Maccario. (1997) Competitive Antagonism in Pharmacology: A Proposed Single Step Evaluation. Drug Information Journal 31:2, pages 563-572.
Crossref
Chungyeol Shin & Yasuo Amemiya. (1997) Algorithms for the likelihood-based estimation of the random coefficient model. Statistics & Probability Letters 32:2, pages 189-199.
Crossref
DAVID M. MURRAY, JOEL M. MOSKOWITZ & CLYDE W. DENT. (2016) Design and Analysis Issues in Community-Based Drug Abuse Prevention. American Behavioral Scientist 39:7, pages 853-867.
Crossref
Rien van der Leeden, Karen Vrijburg & Jan de Leeuw. (1996) A review of two different approaches for the analysis of growth data using longitudinal mixed linear models: Comparing hierarchical linear regression (ML3, HLM) and repeated measures designs with structured covariance matrices (BMDP5V). Computational Statistics & Data Analysis 21:5, pages 583-605.
Crossref
Virginia A. Stallings & Babette S. Zemel. (1996) Role of disease in energy balance in children. American Journal of Human Biology 8:2, pages 189-198.
Crossref
James J. Grady & Ronald W. Helms. (2007) Model selection techniques for the covariance matrix for incomplete longitudinal data. Statistics in Medicine 14:13, pages 1397-1416.
Crossref
Stephen W. Raudenbush. (2016) Reexamining, Reaffirming, and Improving Application of Hierarchical Models. Journal of Educational and Behavioral Statistics 20:2, pages 210-220.
Crossref
Gavin J BECKER. (2007) Design of human trials in progressive renal failure. Nephrology 1:2, pages 113-117.
Crossref
D.L. Johnson & R. Thompson. (1995) Restricted Maximum Likelihood Estimation of Variance Components for Univariate Animal Models Using Sparse Matrix Techniques and Average Information. Journal of Dairy Science 78:2, pages 449-456.
Crossref
Chris Fraley & Patrick J. Burns. (1995) Large-Scale Estimation of Variance and Covariance Components. SIAM Journal on Scientific Computing 16:1, pages 192-209.
Crossref
Jyrki Möttonen, Hannu Oja, Ulf Krause & Paula Rantakallio. (2007) Application of Random Coefficient Regression Model to Myopia Data: A Case Study. Biometrical Journal 37:6, pages 657-672.
Crossref
Patricia Grambsch, Thomas A. Louis, Roberd M. Bostick, Greg A. Grandits, Lisa Fosdick, Mohamed Darif & John D. Potter. (2006) Statistical analysis of proliferative index data in clinical trials. Statistics in Medicine 13:16, pages 1619-1634.
Crossref
Carolyn M. Rutter & Robert M. Elashoff. (2006) Analysis of longitudinal data: Random coefficient regression modelling. Statistics in Medicine 13:12, pages 1211-1231.
Crossref
I. Misztal. (2011) Comparison of computing properties of derivative and derivative‐free algorithms in variance‐component estimation by REML. Journal of Animal Breeding and Genetics 111:1-6, pages 346-355.
Crossref
G.P. Patil. 1994. Environmental Statistics. Environmental Statistics 9 69 .
K.M. Wade, R.L. Quaas & L.D. Van Vleck. (1993) Estimation of the Parameters Involved in a First-Order Autoregressive Process for Contemporary Groups. Journal of Dairy Science 76:10, pages 3033-3040.
Crossref
Taesung Park. (2006) A comparison of the generalized estimating equation approach with the maximum likelihood approach for repeated measurements. Statistics in Medicine 12:18, pages 1723-1732.
Crossref
Murray R. Selwyn & Donna M. Difranco. (2006) The application of large gaussian mixed models to the analysis of 24 hour ambulatory blood pressure monitoring data in clinical trials. Statistics in Medicine 12:18, pages 1665-1682.
Crossref
Ronald W. Helms. (2016) Efficient Multiple Cohort Designs for Clinical Trials with Repeated Measures. Drug Information Journal 27:3, pages 671-694.
Crossref
David Salsburg. (2016) Hundreds of Patients, Thousands of Observations: The Curse of Dimensionality in Clinical Research. Drug Information Journal 27:3, pages 597-609.
Crossref
Ignacy Misztal & Miguel Perez-Enciso. (1993) Sparse Matrix Inversion for Restricted Maximum Likelihood Estimation of Variance Components by Expectation-Maximization. Journal of Dairy Science 76:5, pages 1479-1483.
Crossref
Nan M Laird, Christl Donnelly & James H Ware. (2016) Review papers : Longitudinal studies with continuous responses. Statistical Methods in Medical Research 1:3, pages 225-247.
Crossref
W. D. Bowen, W. T. Stobo & S. J. Smith. (2009) Mass changes of grey seal Halichoerus grypus pups on Sable Island: differential maternal investment reconsidered . Journal of Zoology 227:4, pages 607-622.
Crossref
Shayle R. Searle, George Casella & Charles E. McCulloch. 1992. Variance Components. Variance Components 475 489 .
A. Lawrence Gould. (2007) Discussion of papers of session 3: Bayes/empirical bayes. Statistics in Medicine 11:14-15, pages 2017-2023.
Crossref
Steven M. Butler & Thomas A. Louis. (2007) Random effects models with non‐parametric priors. Statistics in Medicine 11:14-15, pages 1981-2000.
Crossref
Nan M. Laird, Jonathan Skinner & Michael Kenward. (2007) An analysis of two‐period crossover designs with carry‐over effects. Statistics in Medicine 11:14-15, pages 1967-1979.
Crossref
Edward F. Vonesh. (2007) Non‐linear models for the analysis of longitudinal data. Statistics in Medicine 11:14-15, pages 1929-1954.
Crossref
Ronald W. Helms. (2007) Intentionally incomplete longitudinal designs: I. Methodology and comparison of some full span designs. Statistics in Medicine 11:14-15, pages 1889-1913.
Crossref

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