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David J. Nott

National University of Singapore · SG
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Area of research
Artificial Intelligence · Statistics and Probability
Research interest
Research interests include Computer science, Mathematics, Inference, Bayesian probability, Approximate Bayesian computation, and Marginal likelihood.
h-index
citations
682
works
10
NIH funding
primary concept
email

Recent publications

Flexible Variational Bayes Based on a Copula of a Mixture
Journal of Computational and Graphical Statistics 2023cited by 6position: lastdoi
Variational inference and sparsity in high-dimensional deep Gaussian mixture models
Statistics and Computing 2022cited by 4position: lastdoi
Assessment and Adjustment of Approximate Inference Algorithms Using the Law of Total Variance
Journal of Computational and Graphical Statistics 2021cited by 7position: middledoi
Bayesian Synthetic Likelihood
Journal of Computational and Graphical Statistics 2017cited by 201position: lastdoi
Variational Bayes With Intractable Likelihood
Journal of Computational and Graphical Statistics 2017cited by 91position: middledoi
Gaussian Variational Approximation With a Factor Covariance Structure
Journal of Computational and Graphical Statistics 2017cited by 70position: middledoi
Variational Bayes with synthetic likelihood
Statistics and Computing 2017cited by 61position: middledoi
Bayesian adaptive Lasso
Annals of the Institute of Statistical Mathematics 2013cited by 146position: lastdoi
Mixtures of experts for understanding model discrepancy in dynamic computer models
Computational Statistics & Data Analysis 2013cited by 7position: firstdoi
Generalized likelihood uncertainty estimation (GLUE) and approximate Bayesian computation: What's the connection?
Water Resources Research 2012cited by 89position: firstdoi

Grants

No grants ingested yet.

Frequent collaborators

Nadja Klein · Karlsruhe Institute of Technology2 papers (2021–2022)Lucy Marshall · The University of Sydney2 papers (2012–2013)Christopher Drovandi · Queensland University of Technology2 papers (2017–2017)Victor M.-H. Ong · National University of Singapore2 papers (2017–2017)David Gunawan · University of Wollongong1 papers (2023–2023)Lucas Kock · National University of Singapore1 papers (2022–2022)Chenlei Leng · National University of Singapore1 papers (2013–2013)Anthony Lee · Southwestern Medical Center1 papers (2017–2017)Scott A. Sisson · UNSW Sydney1 papers (2017–2017)Michael S. Smith · Argonne National Laboratory1 papers (2017–2017) · 1 papers (2012–2012) · 1 papers (2021–2021)Mark Fielding · University of Wollongong1 papers (2013–2013) · 1 papers (2017–2017)Shie‐Yui Liong · National University of Singapore1 papers (2013–2013)
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