Archive for Austin

la belle sauvage [book review]

Posted in Statistics with tags , , , , , , , , , , , , , , , on February 25, 2018 by xi'an

Another book I brought back from Austin. And another deeply enjoyable one, although not the end of a trilogy of trilogies this time. This book, La Belle Sauvage, is first in a new trilogy by Philip Pullman that goes back to the early infancy of the hero of His Dark Materials, Lyra. Later volumes will take place after the first trilogy.

This is very much a novel about Oxford, to the point it sometimes seems written only for people with an Oxonian connection. After all, the author is living in Oxford… (Having the boat of the two characters passing by the [unnamed] department of Statistics at St. Giles carried away by the flood was a special sentence for me!)

Also, in continuation of His Dark Materials, a great steampunk universe, with a very oppressive Church and so far a limited used of magicks! Limited to the daemons, again in continuation with past volumes…

Now, some passages of the book remind me of Ishiguro’s buried giant, in the sense that the characters meeting myths from other stories may “really” meet them or instead dream. This is for instance the case when they accost at a property where an outworldy party is taking place and no-one is noticing them. Or when they meet a true giant that is a river deity, albeit not in the spirit of Ben Aaronovitch’s Rivers of London novels.

The story is written in the time honoured setup of teenager discovery travels, with not so much to discover as the whole country is covered by water. And the travel gets a wee bit boring after a while, with a wee bit too many coincidences, the inexplicable death (?) of a villain, and an hurried finale, where the reverse trip of the main characters takes a page rather than one book…

Trivia: La Belle Sauvage was also the name of the pub in Ludgate Hill where Pocahontas and her brother Tomocomo stayed when they first arrived in London. And The Trout is a true local pub, on the other side of Port Meadow [although I never managed to run that far in that direction while staying in St. Hugh, Oxford, last time, the meadow being flooded!].

Looking forward the second volume (already written, so no risk of The Name of the Wind or Game of Thrones quagmires, i.e., an endless wait for the next volume!), hoping the author keeps up the good work, the right tension in the story, and avoids by all means parallel universes, which were so annoying in the first trilogy! (I do remember loosing interest in the story during the second book and having trouble finishing the third one. I am not sure my son [who started before me] ever completed the trilogy…)

U of T sunset [jatp]

Posted in pictures, Running, Travel, University life with tags , , , , , on December 14, 2017 by xi'an

Au’Bayes 17

Posted in Statistics, Travel, University life with tags , , , , , , , , , , , , , , , , , on December 14, 2017 by xi'an

Some notes scribbled during the O’Bayes 17 conference in Austin, not reflecting on the highly diverse range of talks. And many new faces and topics, meaning O’Bayes is alive and evolving. With all possible objectivity, a fantastic conference! (Not even mentioning the bars where Peter Müller hosted the poster sessions, a feat I would have loved to see duplicated for the posters of ISBA 2018… Or the Ethiopian restaurant just around the corner with the right amount of fierce spices!)

The wiki on objective, reference, vague, neutral [or whichever label one favours] priors that was suggested at the previous O’Bayes meeting in Valencià, was introduced as Wikiprevia by Gonzalo Garcia-Donato. It aims at classifying recommended priors in most of the classical models, along with discussion panels, and it should soon get an official launch, when contributors will be welcome to include articles in a wiki principle. I wish the best to this venture which, I hope, will induce O’Bayesians to contribute actively.

In a brilliant talk that quickly reverted my jetlag doziness, Peter Grünwald returned to the topic he presented last year in Sardinia, namely safe Bayes or powered-down likelihoods to handle some degree of misspecification, with a further twist of introducing an impossible value `o’ that captures missing mass (to be called Peter’s demon?!), which absolute necessity I did not perceive. Food for thoughts, definitely. (But I feel that the only safe Bayes is the dead Bayes, as protecting against all kinds of mispecifications means no action is possible.)

I also appreciated Cristiano Villa’s approach to constructing prior weights in model comparison from a principled and decision-theoretic perspective even though I felt that the notion of ranking parameter importance required too much input to be practically feasible. (Unless I missed that point.)

Laura Ventura gave her talk on using for ABC various scores or estimating equations as summary statistics, rather than the corresponding M-estimators, which offers the appealing feature of reducing computation while being asymptotically equivalent. (A feature we also exploited for the regular score function in our ABC paper with Gael, David, Brendan, and Wonapree.) She mentioned the Hyvärinen score [of which I first heard in Padova!] as a way to bypass issues related to doubly intractable likelihoods. Which is a most interesting proposal that bypasses (ABC) simulations from such complex targets by exploiting a pseudo-posterior.

Veronika Rockova presented a recent work on concentration rates for regression tree methods that produce a rigorous analysis of these methods. Showing that the spike & slab priors plus BART [equals spike & tree] achieve sparsity and optimal concentration. In an oracle sense. With a side entry on assembling partition trees towards creating a new form of BART. Which made me wonder whether or not this was also applicable to random forests. Although they are not exactly Bayes. Demanding work in terms of the theory behind but with impressive consequences!

Just before I left O’Bayes 17 for Houston airport, Nick Polson, along with Peter McCullach, proposed an intriguing notion of sparse Bayes factors, which corresponds to the limit of a Bayes factor when the prior probability υ of the null goes to zero. When the limiting prior is replaced with an exceedance measure that can be normalised into a distribution, but does it make the limit a special prior? Linking  υ with the prior under the null is not an issue (this was the basis of my 1992 Lindley paradox paper) but the sequence of priors indexed by υ need be chosen. And reading from the paper at Houston airport, I could not spot a construction principle that would lead to a reference prior of sorts. One thing that Nick mentioned during his talk was that we observed directly realisations of the data marginal, but this is generally not the case as the observations are associated with a given value of the parameter, not one for each observation.The next edition of the O’Bayes conference will be in… Warwick on June 29-July 2, as I volunteered to organise this edition (16 years after O’Bayes 03 in Aussois!) just after the BNP meeting in Oxford on June 23-28, hopefully creating the environment for fruitful interactions between both communities! (And jumping from Au’Bayes to Wa’Bayes.)

O’Bayes 2017 group photograph

Posted in pictures, Statistics, Travel, University life with tags , , , , , , , , on December 13, 2017 by xi'an

red Capitol [jatp]

Posted in pictures, Running, Travel with tags , , , , , on December 12, 2017 by xi'an

sunrise over Colorado [jatp]

Posted in pictures, Running, Travel, University life with tags , , , , , , on December 11, 2017 by xi'an

amber warning

Posted in Statistics with tags , , , , , , on December 10, 2017 by xi'an

Just saw this severe Met warning of snow over Warwickshire and neighbouring counties… The campus is indeed covered with snow, but not that heavily. Yet. (It is comparatively mild in Austin, Texas, even though the icy wind turned my fingers to iciles during my morning run there!)

Amber warning of snow

From: 0810 on Sun 10 December
To: 1800 on Sun 10 December
Updated 6 hours ago Active

A spell of heavy snow is likely over parts of Wales, the Midlands and parts of Northern and Eastern England on Sunday.

Road, rail and air travel delays are likely, as well as stranding of vehicles and public transport cancellations. There is a good chance that some rural communities could become cut off.This is an update to extend the warning area as far south as Gloucestershire, Wiltshire, Oxfordshire, Buckinghamshire, Hertfordshire and Essex.