Maximizing Generalized Linear Mixed Model Likelihoods With an Automated Monte Carlo EM Algorithm

Maximum Likelihood from Incomplete Data Via the EM Algorithm

1977 • 46,601 citations

Statistical Analysis With Missing Data

1989 • 18,117 citations

SAS System for Mixed Models

1996 • 10,609 citations

The EM Algorithm and Extensions

1998 • 5,193 citations

Generalized Linear Models (2nd ed.).

1993 • 5,107 citations

Approximate Inference in Generalized Linear Mixed Models

1993 • 3,960 citations

Markov Chains for Exploring Posterior Distributions

1994 • 3,493 citations

On the Convergence Properties of the EM Algorithm

1983 • 3,229 citations

Statistical Analysis with Missing Data

1988 • 2,271 citations

Finding the Observed Information Matrix When Using the EM Algorithm

1982 • 2,055 citations

Practical Markov Chain Monte Carlo

1992 • 2,000 citations

Approximate Inference in Generalized Linear Mixed Models

1993 • 1,822 citations

Maximum likelihood estimation via the ECM algorithm: A general framework

1993 • 1,721 citations

Generalized Linear Models, 2nd Edn.

1990 • 1,555 citations

Asymptotic methods in analysis

1958 • 1,393 citations

Generalized linear mixed models a pseudo-likelihood approach

1993 • 1,274 citations

The Selection of Prior Distributions by Formal Rules

1996 • 1,183 citations

Estimation in generalized linear models with random effects

1991 • 1,114 citations

A Monte Carlo Implementation of the EM Algorithm and the Poor Man's Data Augmentation Algorithms

1990 • 946 citations

Generalized Linear Models with Random Effects; a Gibbs Sampling Approach

1991 • 925 citations

Hierarchical Generalized Linear Models

1996 • 898 citations

Generalized Linear Models.

1990 • 810 citations

The EM Algorithm—an Old Folk-song Sung to a Fast New Tune

1997 • 757 citations

Maximum Likelihood Algorithms for Generalized Linear Mixed Models

1997 • 714 citations

Tools for Statistical Inference: Methods for the Exploration of Posterior Distributions and Likelihood Functions

1997 • 641 citations

The ECME algorithm: A simple extension of EM and ECM with faster monotone convergence

1994 • 556 citations

Asymptotic Methods in Analysis

1989 • 521 citations

Analysis of Binary Data (2nd ed.).

1990 • 510 citations

Bias correction in generalised linear mixed models with a single component of dispersion

1995 • 479 citations

Bias Correction in Generalized Linear Mixed Models with Multiple Components of Dispersion

1996 • 386 citations

Nonlinear multilevel models, with an application to discrete response data

1991 • 383 citations

Geometric Ergodicity and Hybrid Markov Chains

1997 • 340 citations

Latent Variable Models for Mixed Discrete and Continuous Outcomes

1997 • 316 citations

Monte Carlo EM Estimation for Time Series Models Involving Counts

1995 • 279 citations

Estimation in Generalized Mixed Models

1994 • 263 citations

Handbook of Computational Economics

1996 • 259 citations

The Selection of Prior Distributions by Formal Rules

1996 • 225 citations

Maximum Likelihood Variance Components Estimation for Binary Data

1994 • 212 citations

Maximum Likelihood Estimation via the ECM Algorithm: A General Framework

1993 • 167 citations

Generalized Linear Models with Random Effects; Salamander Mating Revisited

1992 • 143 citations

Asymptotically Unbiased Estimation in Generalized Linear Models with Random Effects

1995 • 137 citations

Standard Errors of Prediction in Generalized Linear Mixed Models

1998 • 112 citations

Maximum Likelihood Estimation for Probit-Linear Mixed Models with Correlated Random Effects

1997 • 94 citations

Bias Correction in Generalized Linear Mixed Models With Multiple Components of Dispersion

1996 • 93 citations

Analysis of Binary Data. 2nd Edn.

1990 • 79 citations

Geometric Ergodicity of Gibbs and Block Gibbs Samplers for a Hierarchical Random Effects Model

1998 • 75 citations

Logistic regression with random coefficients

1994 • 75 citations

A note on the existence of the posterior distribution for a class of mixed models for binomial responses

1995 • 65 citations

Monte Carlo EM Estimation for Time Series Models Involving Counts

1995 • 57 citations

Maximum Likelihood Variance Components Estimation for Binary Data

1994 • 56 citations

A Modified EM Algorithm for Estimation in Generalized Mixed Models

1996 • 54 citations

The ECME Algorithm: A Simple Extension of EM and ECM with Faster Monotone Convergence

1994 • 49 citations

Improving the EM Algorithm

1993 • 45 citations

Nonlinear Multilevel Models, with an Application to Discrete Response Data

1991 • 44 citations

A Relative Off set Orthogonality Convergence Criterion for Nonlinear least Squares

1981 • 39 citations

The Relationship of Cancer of the Lung and the Use of Tobacco

1954 • 30 citations

Maximization of the marginal likelihood of grouped survival data

1994 • 27 citations

Improving the EM Algorithm

1992 • 20 citations

The Relationship of Cancer of the Lung and the Use of Tobacco

1954 • 12 citations

A Note on the Existence of the Posterior Distribution for a Class of Mixed Models for Binomial Responses

1995 • 9 citations

A rapidly convergent series for computing 𝜓(𝑧) and its derivatives

1981 • 7 citations

Maximization of the Marginal Likelihood of Grouped Survival Data

1994 • 3 citations