Foundations of Objective Bayesian Methodology

Videos from CMO Workshop

, Bocconi University
- 09:48
Nonparametric priors for partially exchangeable data: dependence structure and borrowing of information
Watch video | Download video: 202111290900-Pruenster.mp4 (52M)
, Bocconi University
- 10:34
Nonparametric priors with full-range borrowing of information
Watch video | Download video: 202111290945-Franzolini.mp4 (73M)
, University of Warwick
- 11:48
A Wasserstein index of dependence for Bayesian nonparametric modeling
Watch video | Download video: 202111291100-Catalano.mp4 (59M)
, Inria Grenoble, France
- 15:48
Improving MCMC convergence diagnostic with a local version of R-hat
Watch video | Download video: 202111291500-Arbel.mp4 (48M)
, University of British Columbia
- 16:29
Parallel Tempering on Optimized Paths
Watch video | Download video: 202111291545-Campbell.mp4 (50M)
, Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas (IIMAS) - Universidad Nacional Autónoma de México (UNAM)
- 17:43
Gibbs sampling for mixtures in order of appearance: the ordered allocation sampler
Watch video | Download video: 202111291700-GilLeyvaVilla.mp4 (52M)
, Texas A&M University
- 18:33
Coupling-based convergence assessment of some Gibbs samplers for high-dimensional Bayesian regression with shrinkage priors
Watch video | Download video: 202111291745-Bhattacharya.mp4 (59M)
, University of Southampton
- 09:48
Approximate cross validation for mixture models
Watch video | Download video: 202111300900-Ogden.mp4 (53M)
, University of Amsterdam/CWI Amsterdam
- 10:30
Default Bayes Factors for Testing the (In)equality of Several Population Variances
Watch video | Download video: 202111300945-Ly.mp4 (48M)
, ITAM - Mexico
- 11:45
Characterizing variation of nonparametric random probability measures using the Kullback–Leibler divergence
Watch video | Download video: 202111301100-Nieto-Barajas.mp4 (52M)
, Oxford University
- 12:32
Predictive Inference: a view towards objectivity
Watch video | Download video: 202111301145-Holmes.mp4 (55M)
, Princeton University
- 13:11
Finite mixtures are typically inconsistent for the number of components
Watch video | Download video: 202111301230-Cai.mp4 (48M)
, University of Oxford
- 15:46
Using cut posterior in semi parametric inference with applications to semiparametric and nonparametric Bayesian inference in hidden Markov models
Watch video | Download video: 202111301500-Rousseau.mp4 (52M)
, University of Texas at Austin
- 16:30
Distributed, partially collapsed MCMC for Bayesian nonparametrics
Watch video | Download video: 202111301545-Williamson.mp4 (54M)
, University of California
- 17:45
A Common Atom Model for the Bayesian Nonparametric Analysis of Nested Data
Watch video | Download video: 202111301700-Guindani.mp4 (58M)
, University of Torino
- 18:24
Graph-Aligned Random Partition Model
Watch video | Download video: 202111301745-Rebaudo.mp4 (43M)
, Universitat Pompeu Fabra
- 09:48
Confounder importance learning for treatment effect inference
Watch video | Download video: 202112010900-Rossell.mp4 (52M)
, University of Chicago
- 10:34
Metropolis-Hastings via Classification
Watch video | Download video: 202112010945-Rockova.mp4 (59M)
, Monash University
- 11:48
General Bayesian Loss Function Selection and the use of Improper Models
Watch video | Download video: 202112011100-Jewson.mp4 (57M)
, Courant Institute, Center for Data Science NYU
- 12:24
Where did my Bayes Go?
Watch video | Download video: 202112011145-Ranganath.mp4 (42M)
, The University of Texas at Austin
- 09:46
Bayesian Scalable Precision Factor Analysis for Massive Sparse Gaussian Graphical Models
Watch video | Download video: 202112020900-Chandra.mp4 (56M)
, Bocconi University
- 10:32
Advances in Bayesian inference for regression models with binary, categorical and partially-discretized data
Watch video | Download video: 202112020945-Durante.mp4 (56M)
, Bocconi University
- 11:46
Trees of random probability measures and Bayesian nonparametric modelling
Watch video | Download video: 202112021100-Ascolani.mp4 (58M)
, Texas A&M University
- 12:36
Individualized Causal Discovery with Latent Trajectory Embedded Bayesian Networks
Watch video | Download video: 202112021145-Ni.mp4 (63M)
, University of Kent
- 15:39
A Bayesian Approach to Anomaly Detection in Computer Systems: A Review
Watch video | Download video: 202112021500-Perusquia.mp4 (43M)
, Google Research
- 16:34
Towards Trustworthy Machine Learning in Medicine and the Role of Uncertainty
Watch video | Download video: 202112021545-Heller.mp4 (51M)
, University of California Santa Barbara
- 17:44
Marginalization of latent variables for correlated data
Watch video | Download video: 202112021700-Gu.mp4 (60M)