Advances in Scalable Bayesian Computation

Videos from BIRS Workshop 14w5125

, Massachusetts Institute of Technology
- 10:09
Probabilistic computing for Bayesian inference
Watch video | Download video: 201403030911-Mansinghka.mp4 (148M)
, National University of Singapore
- 11:13
On non-negative unbiased estimators
Watch video | Download video: 201403031035-Jacob.mp4 (80M)
, University College London
- 16:13
Marginal Sampler for σ-Stable Poisson-Kingman Mixture Models
Watch video | Download video: 201403031536-Lomeli.mp4 (76M)
, Oxford
- 17:08
A new approach to probabilistic programming inference
Watch video | Download video: 201403031614-Wood.mp4 (150M)
, University of Geneva
- 10:17
LATKES in Space: Fitting spatial Markov chain models
Watch video | Download video: 201403040905-Barthelme.mp4 (247M)
, University of Canterbury
- 11:24
Statistical Regular Pavings for Bayesian Non-parametric Density Estimation
Watch video | Download video: 201403041040-Sainudiin.mp4 (139M)
, University of New South Wales
- 12:07
A scalable Bayesian changepoint methodology for large space-time data sets
Watch video | Download video: 201403041125-Strickland.mp4 (125M)
, Lancaster University
- 16:29
Reparameterisations for Particle MCMC
Watch video | Download video: 201403041539-Fearnhead.mp4 (105M)
, University of Washington
- 17:18
2-for-1: Stochastic Gradient Hamiltonian Monte Carlo and Bayesian Learning of DPP Kernels
Watch video | Download video: 201403041629-Fox.mp4 (112M)
, Cornell University
- 18:23
Model-Based Image Segmentation / Efficiency of MCMC in Parametric Models
Watch video | Download video: 201403041718-Woodard.mp4 (134M)
, University of Toronto
- 10:07
Learning Structured, Robust, and Multimodal Models
Watch video | Download video: 201403050906-Salakhutdinov.mp4 (149M)
, Google
- 11:22
Bayes and Big Data: The Consensus Monte Carlo Algorithm
Watch video | Download video: 201403051045-Scott.mp4 (90M)
, University of Warwick
- 10:05
On the role of interaction in sequential Monte Carlo algorithm
Watch video | Download video: 201403060907-Lee.mp4 (113M)
, Newcastle University
- 11:21
Parallelisation strategies for Monte Carlo algorithms
Watch video | Download video: 201403061037-Wilkinson.mp4 (92M)
, ENSAE
- 12:15
Sequential Quasi-Monte Carlo
Watch video | Download video: 201403061124-Chopin.mp4 (141M)
, Wirtschaftsuniversitat Wien
- 16:25
Merging parallel MCMC output for horizontally partitioned data
Watch video | Download video: 201403061537-Fruhwirth-Schnatter.mp4 (102M)
, Norwegian Computing Center
- 17:10
Hierarchical Bayesian Methods in Modern Industrial Statistics
Watch video | Download video: 201403061625-Lenkoski.mp4 (96M)
, University of California at Los Angeles
- 18:08
Scaling Bayesian models for large-scale infectious disease surveillance
Watch video | Download video: 201403061715-Suchard.mp4 (131M)