Birs- 14w5125: Advances in Scalable Bayesian Computation

  1. Title:
    Probabilistic computing for Bayesian inference
    Speaker:
    Vikash Mansinghka

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403030911-Mansinghka.html

  2. Title:
    On non-negative unbiased estimators
    Speaker:
    Pierre Jacob

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403031035-Jacob.html

  3. Title:
    Marginal Sampler for σ-Stable Poisson-Kingman Mixture Models
    Speaker:
    Maria Lomeli

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403031536-Lomeli.html

  4. Title:
    A new approach to probabilistic programming inference
    Speaker:
    Frank Wood

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403031614-Wood.html

  5. Title:
    LATKES in Space: Fitting spatial Markov chain models
    Speaker:
    Simon Barthelmé

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403040905-Barthelme.html

  6. Title:
    Statistical Regular Pavings for Bayesian Non-parametric Density Estimation
    Speaker:
    Raazesh Sainudiin

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403041040-Sainudiin.html

  7. Title:
    A scalable Bayesian changepoint methodology for large space-time data sets
    Speaker:
    Chris Strickland

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403041125-Strickland.html

  8. Title:
    Reparameterisations for Particle MCMC
    Speaker:
    Paul Fearnhead

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403041539-Fearnhead.html

  9. Title:
    2-for-1: Stochastic Gradient Hamiltonian Monte Carlo and Bayesian Learning of DPP Kernels
    Speaker:
    Emily Fox

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403041629-Fox.html

  10. Title:
    Model-Based Image Segmentation / Efficiency of MCMC in Parametric Models
    Speaker:
    Dawn Woodard

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403041718-Woodard.html

  11. Title:
    Learning Structured, Robust, and Multimodal Models
    Speaker:
    Russ Salakhutdinov

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403050906-Salakhutdinov.html

  12. Title:
    Bayes and Big Data: The Consensus Monte Carlo Algorithm
    Speaker:
    Steve Scott

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403051045-Scott.html

  13. Title:
    On the role of interaction in sequential Monte Carlo algorithm
    Speaker:
    Anthony Lee

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403060907-Lee.html

  14. Title:
    Parallelisation strategies for Monte Carlo algorithms
    Speaker:
    Darren Wilkinson

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403061037-Wilkinson.html

  15. Title:
    Sequential Quasi-Monte Carlo
    Speaker:
    Nicolas Chopin

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403061124-Chopin.html

  16. Title:
    Merging parallel MCMC output for horizontally partitioned data
    Speaker:
    Sylvia Fruhwirth-schnatter

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403061537-Fruhwirth-Schnatter.html

  17. Title:
    Hierarchical Bayesian Methods in Modern Industrial Statistics
    Speaker:
    Alex Lenkoski

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403061625-Lenkoski.html

  18. Title:
    Scaling Bayesian models for large-scale infectious disease surveillance
    Speaker:
    Marc Suchard

    Link:
    http://www.birs.ca/events/2014/5-day-workshops/14w5125/videos/watch/201403061715-Suchard.html