Variational Inference for Cutting Feedback in Misspecified Models

Assessment and adjustment of approximate inference algorithms using the law of total variance

(2021) Xuejun Yu et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Fast and accurate variational inference for models with many latent variables

(2021) Rubén Loaiza-Maya et al.   JOURNAL OF ECONOMETRICS

Stochastic approximation cut algorithm for inference in modularized Bayesian models

(2021) Yang Liu et al.   STATISTICS AND COMPUTING

Monte Carlo co-ordinate ascent variational inference

(2020) Lifeng Ye et al.   STATISTICS AND COMPUTING

High-Dimensional Copula Variational Approximation Through Transformation

(2020) Michael Stanley Smith et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Unbiased Markov chain Monte Carlo methods with couplings

(2020) Pierre E. Jacob et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Checking for Prior-Data Conflict Using Prior-to-Posterior Divergences

(2020) David J. Nott et al.   STATISTICAL SCIENCE

Fast Approximate Inference for Arbitrarily Large Semiparametric Regression Models via Message Passing

(2017) M. P. Wand   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Variational Inference: A Review for Statisticians

(2017) David M. Blei et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A general framework for updating belief distributions

(2016) P. G. Bissiri et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Cuts in Bayesian graphical models

(2014) Martyn Plummer   STATISTICS AND COMPUTING

Model Feedback in Bayesian Propensity Score Estimation

(2013) Corwin M. Zigler et al.   BIOMETRICS

Hierarchical Adaptive Regression Kernels for Regression With Functional Predictors

(2013) Dawn B. Woodard et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Conflict Diagnostics in Directed Acyclic Graphs, with Applications in Bayesian Evidence Synthesis

(2013) Anne M. Presanis et al.   STATISTICAL SCIENCE

Adjustment for Missing Confounders Using External Validation Data and Propensity Scores

(2012) Lawrence C. McCandless et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Explaining Variational Approximations

(2010) J. T. Ormerod et al.   AMERICAN STATISTICIAN

A Bayesian model of time activity data to investigate health effect of air pollution in time series studies

(2010) Marta Blangiardo et al.   ATMOSPHERIC ENVIRONMENT

Cutting Feedback in Bayesian Regression Adjustment for the Propensity Score

(2010) Lawrence C McCandless et al.  

Combining MCMC with ‘sequential’ PKPD modelling

(2009) David Lunn et al.   JOURNAL OF PHARMACOKINETICS AND PHARMACODYNAMICS

International Correlation between Human Papillomavirus Prevalence and Cervical Cancer Incidence

(2008) D. Maucort-Boulch et al.   CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION