Model Uncertainty

Estimating the Dimension of a Model

1978 • 43,634 citations

Generalized Linear Models

1989 • 15,385 citations

Bayes Factors

1995 • 10,562 citations

Bayesian model averaging: a tutorial (with comments by M. Clyde, David Draper and E. I. George, and a rejoinder by the authors

1999 • 4,065 citations

Markov Chains for Exploring Posterior Distributions

1994 • 3,493 citations

Variable Selection via Gibbs Sampling

1993 • 2,639 citations

Bayesian Theory

1994 • 1,959 citations

Bayesian Computation Via the Gibbs Sampler and Related Markov Chain Monte Carlo Methods

1993 • 1,659 citations

Sampling-Based Approaches to Calculating Marginal Densities

1990 • 1,547 citations

Assessment and Propagation of Model Uncertainty

1995 • 1,412 citations

Model Selection and Accounting for Model Uncertainty in Graphical Models Using Occam's Window

1994 • 1,222 citations

Bayesian Graphical Models for Discrete Data

1995 • 1,088 citations

Marginal Likelihood From the Metropolis–Hastings Output

2001 • 1,072 citations

Benchmark priors for Bayesian model averaging

2001 • 1,028 citations

Bayesian Model Choice Via Markov Chain Monte Carlo Methods

1995 • 965 citations

Simulating normalizing constants: from importance sampling to bridge sampling to path sampling

1998 • 964 citations

Monte Carlo Methods in Bayesian Computation

2000 • 935 citations

Predictive Inference: An Introduction

1993 • 870 citations

Subset Selection in Regression

2002 • 850 citations

Covariance Selection

1972 • 817 citations

Model Selection and the Principle of Minimum Description Length

2001 • 787 citations

Model choice: a minimum posterior predictive loss approach

1998 • 732 citations

Approximate Bayes factors and accounting for model uncertainty in generalised linear models

1996 • 632 citations

Fractional Bayes Factors for Model Comparison

1995 • 609 citations

Nonparametric regression using Bayesian variable selection

1996 • 594 citations

Wavelet Thresholding via A Bayesian Approach

1998 • 563 citations

Adaptive Bayesian Wavelet Shrinkage

1997 • 534 citations

The Risk Inflation Criterion for Multiple Regression

1994 • 531 citations

Calibration and empirical Bayes variable selection

2000 • 529 citations

Spatial Statistics and Bayesian Computation

1993 • 513 citations

Posterior odds ratios for selected regression hypotheses

1980 • 468 citations

Reversible Jump Markov Chain Monte Carlo Computation and Bayesian Model Determination

1995 • 458 citations

Nonparametric Bayesian Data Analysis

2004 • 456 citations

Needles and straw in haystacks: Empirical Bayes estimates of possibly sparse sequences

2004 • 450 citations

Untitled

2002 • 444 citations

Marginal Likelihood from the Gibbs Output

1995 • 441 citations

The Practical Implementation of Bayesian Model Selection

2001 • 423 citations

Accurate Approximations for Posterior Moments and Marginal Densities

1986 • 416 citations

Automatic Bayesian Curve Fitting

1998 • 406 citations

Learning classification trees

1992 • 397 citations

Graphical Models

2004 • 382 citations

Multivariate Bayesian Variable Selection and Prediction

1998 • 372 citations

Bayesian variable selection with related predictors

1996 • 360 citations

Objective Bayesian Methods for Model Selection: Introduction and Comparison

2001 • 355 citations

Trans-dimensional Markov chain Monte Carlo

2003 • 319 citations

Proper Bayes Minimax Estimators of the Multivariate Normal Mean

1971 • 318 citations

Efficient Construction of Reversible Jump Markov Chain Monte Carlo Proposal Distributions

2003 • 317 citations

A Bayesian CART algorithm

1998 • 310 citations

A comment on D. V. Lindley's statistical paradox

1957 • 304 citations

Bayesian Model Averaging for Linear Regression Models

1997 • 298 citations

On the Relationship Between Markov chain Monte Carlo Methods for Model Uncertainty

2001 • 289 citations

Markov Chain Monte Carlo Methods for Computing Bayes Factors

2001 • 274 citations

Decomposable graphical Gaussian model determination

1999 • 261 citations

Multiple shrinkage and subset selection in wavelets

1998 • 252 citations

The Intrinsic Bayes Factor for Model Selection and Prediction

1996 • 242 citations

Bayesian Model Averaging in Proportional Hazard Models: Assessing the Risk of a Stroke

1997 • 230 citations

Hyper Inverse Wishart Distribution for Non‐decomposable Graphs and its Application to Bayesian Inference for Gaussian Graphical Models

2002 • 230 citations

Efficient estimation of covariance selection models

2003 • 215 citations

The Choice of Variables in Multiple Regression

1968 • 215 citations

Parsimonious Covariance Matrix Estimation for Longitudinal Data

2002 • 205 citations

Graph puzzles, homotopy, and the alternating group

1974 • 191 citations

Flexible Empirical Bayes Estimation for Wavelets

2000 • 183 citations

Bayesian Variable Selection in Linear Regression

1988 • 183 citations

Bayes Model Averaging with Selection of Regressors

2002 • 172 citations

Markov chain Monte Carlo model determination for hierarchical and graphical log-linear models

1999 • 170 citations

Prediction via Orthogonalized Model Mixing

1996 • 141 citations

The Schwarz criterion and related methods for normal linear models

1998 • 131 citations

Bayesian Inference on Network Traffic Using Link Count Data

1998 • 116 citations

Computing Bayes Factors Using a Generalization of the Savage-Dickey Density Ratio

1995 • 114 citations

Uncertainty, Policy Analysis and Statistics

1987 • 113 citations

Prior Elicitation, Variable Selection and Bayesian Computation for Logistic Regression Models

1999 • 112 citations

Variable Selection and Model Comparison in Regression

1996 • 111 citations

Bayesian Variable Selection and Regularization for Time–Frequency Surface Estimation

2004 • 106 citations

Approximations and consistency of Bayes factors as model dimension grows

2002 • 102 citations

On Monte Carlo methods for estimating ratios of normalizing constants

1997 • 102 citations

Estimating Bayes Factors via Posterior Simulation With the Laplace-Metropolis Estimator

1997 • 99 citations

Bayesian variable and link determination for generalised linear models

2002 • 97 citations

Untitled

1998 • 91 citations

Spline Adaptation in Extended Linear Models (with comments and a rejoinder by the authors

2002 • 90 citations

Computing Bayes Factors by Combining Simulation and Asymptotic Approximations

1997 • 90 citations

A Predictive Model Selection Criterion

1984 • 89 citations

The choice of variables in multivariate regression: a non-conjugate Bayesian decision theory approach

1999 • 75 citations

Bayesian variable selection for proportional hazards models

1999 • 74 citations

The Bayesian Modeling of Covariates for Population Pharmacokinetic Models

1996 • 67 citations

Computational Advances for and from Bayesian Analysis

2004 • 62 citations

Variable selection in qualitative models via an entropic explanatory power

2002 • 60 citations

Bayesian Variable and Transformation Selection in Linear Regression

2002 • 58 citations

A Bayesian Approach to Robust Binary Nonparametric Regression

1998 • 58 citations

The Variable Selection Problem

2000 • 56 citations

Prior elicitation for model selection and estimation in generalized linear mixed models

2002 • 46 citations

The Intrinsic Bayes Factor for Linear Models¹

1996 • 43 citations

Model Selection in Spline Nonparametric Regression

2002 • 38 citations

Stochastic search variable selection for log-linear models

2000 • 37 citations

Untitled

2000 • 34 citations

Variable Selection and Function Estimation in Additive Nonparametric Regression Using a Data-Based Prior

1999 • 28 citations

Importance-Weighted Marginal Bayesian Posterior Density Estimation

1994 • 23 citations

Bayes Factors and Approximations for Variance Component Models

1999 • 17 citations

Bayesian Posterior Distributions Over Sets of Possible Models with Inferences Computed by Monte Carlo Integration

1986 • 16 citations

A Bayesian Approach to Nonparametric Bivariate Regression

1997 • 16 citations

A Bayesian Approach to Selecting Covariates for Prediction

2001 • 13 citations

Discussion of Hugh Chipman, Edward I. George and Robert E. McCulloch, "The Practical Implementation of Bayesian Model Selection"

2001 • 9 citations

Regression Selection Strategies and Revealed Priors

1978 • 8 citations