38 citations · 86 across the 19 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
stat.CO2020★ 5 cited
Automating Involutive MCMC using Probabilistic and Differentiable Programming
Marco Cusumano-Towner, Alexander K. Lew, Vikash K. Mansinghka
Involutive MCMC is a unifying mathematical construction for MCMC kernels that generalizes many classic and state-of-the-art MCMC algorithms, from reversible jump MCMC to kernels ba…
cs.LG2020★ 2 cited
PClean: Bayesian Data Cleaning at Scale with Domain-Specific Probabilistic Programming
Alexander K. Lew, Monica Agrawal, David Sontag +1
Data cleaning is naturally framed as probabilistic inference in a generative model of ground-truth data and likely errors, but the diversity of real-world error patterns and the ha…