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stat.ML2024
Scalable Monte Carlo for Bayesian Learning
Paul Fearnhead, Christopher Nemeth, Chris J. Oates +1
This book aims to provide a graduate-level introduction to advanced topics in Markov chain Monte Carlo (MCMC) algorithms, as applied broadly in the Bayesian computational context.…
stat.ML2014★ 6 cited
Exact Estimation of Multiple Directed Acyclic Graphs
Chris J. Oates, Jim Q. Smith, Sach Mukherjee +1
This paper considers the problem of estimating the structure of multiple related directed acyclic graph (DAG) models. Building on recent developments in exact estimation of DAGs us…