advancements in Bayesian methods and implementations

The handbook of (recent) advances in Bayesian methods is now out (at the Elsevierian price of $250!) with chapters on Gibbs posteriors [Ryan Martin & Nicolas Syring], martingale distributions [Walker], selective inference [Daniel García Racines & Alastair Young], manifold simulations [Sumio Watanabe], MCMC for GLMMs [Vivek Roy] and multiple testing [Noirrit Chandra and Sourabh Bhattacharya]. (Along with my chapter on 50 shades of Bayesian testing.) Celebrating 102 years for C.R. Rao, one of the three editors of this volume (as well as the series) along with Arni Srivastava Rao and Alastair Young.

MCqMC 2014 [day #4]

I hesitated in changing the above title for “MCqMSmaug” as the plenary talk I attended this morning was given by Wenzel Jakob, who uses Markov chain Monte Carlo methods in image rendering and light simulation. The talk was low-tech’, with plenty of pictures and animations (incl. excerpts from recent blockbusters!), but it stressed how much proper rending relies on powerful MCMC techniques. One point particularly attracted my attention, namely the notion of manifold exploration as it seemed related to my zero measure recent post. (A related video is available on Jakob’s webpage.) You may then wonder where the connection with Smaug could be found: Wenzel Jakob is listed in the credits of both Hobbit movies for his contributions to the visual effects! (Hey, MCMC made Smaug [visual effects the way they are], a cool argument for selling your next MCMC course! I will for sure include a picture of Smaug in my next R class presentation…) The next sessions of the morning opposed Sobol’s memorial to more technical light rendering and I chose Sobol, esp. because I had missed Art Owen’s tutorial on Sunday, as he gave a short presentation on using Sobol’s criteria to identify variables contributing the most to the variability or extreme values of a function, an extreme value kind of ANOVA, most interesting if far from my simulation area… The afternoon sessions saw MCMC talks by Luke Bornn and Scott Schmidler, both having connection with the Wang-Landau algorithm. Actually, Scott’s talk was the one generating the most animated discussion among all those I attended in MCqMC! (To the point of the chairman getting rather rudely making faces…)