Classical and Bayesian Inference in Neuroimaging: Theory

Maximum Likelihood from Incomplete Data Via the EM Algorithm

1977 • 46,601 citations

Statistical parametric maps in functional imaging: A general linear approach

1994 • 9,606 citations

Random-Effects Models for Longitudinal Data

1982 • 8,551 citations

Advances in neural information processing systems 11

1999 • 3,079 citations

Learning in Graphical Models

1998 • 2,447 citations

Maximum Likelihood Approaches to Variance Component Estimation and to Related Problems

1977 • 2,325 citations

A View of the Em Algorithm that Justifies Incremental, Sparse, and other Variants

1998 • 2,191 citations

Multivariate Statistical Modelling Based on Generalized Linear Models

1994 • 1,422 citations

A General Statistical Analysis for fMRI Data

2002 • 1,188 citations

Bayesian Statistics: An Introduction

1998 • 1,186 citations

Generalisability, Random Effects & Population Inference

1998 • 881 citations

Stein's Estimation Rule and its Competitors—An Empirical Bayes Approach

1973 • 860 citations

Stein's Paradox in Statistics

1977 • 734 citations

Classical and Bayesian Inference in Neuroimaging: Applications

2002 • 722 citations

Maximum Likelihood Estimation from Incomplete Data

1958 • 613 citations

Regression, Prediction and Shrinkage

1983 • 572 citations

Approximate Bayesian Inference in Conditionally Independent Hierarchical Models (Parametric Empirical Bayes Models)

1989 • 441 citations

Estimation in Covariance Components Models

1981 • 426 citations

Local Maxima and the Expected Euler Characteristic of Excursion Sets of χ 2, F and t Fields

1994 • 315 citations

Systematic Regularization of Linear Inverse Solutions of the EEG Source Localization Problem

2002 • 178 citations

Spatial mixture modeling of fMRI data

2000 • 135 citations

Mixture model mapping of brain activation in functional magnetic resonance images

1999 • 102 citations

fMRI Signal Restoration Using a Spatio-Temporal Markov Random Field Preserving Transitions

1998 • 68 citations

Multivariate Statistical Modelling Based on Generalized Linear Models

1995 • 52 citations

Bayesian Modelling of fMRI lime Series

1999 • 22 citations

Systematic noise regularisation for linear inverse solution of the source localisation problem in EEG

2001 • 6 citations