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Sequential Monte Carlo Methods Program

Population Monte Carlo Working Group

Meets: every other Thursday, 1pm--1:30pm UTC-0400
Leaders: Arnaud Doucet and Julien Cornebise
Webmaster: Julien Cornebise

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Goals and Objectives
Working Papers/Drafts for Publication
Reference Materials

Announcements
  • Next meeting in two weeks, Thursday July 23nd, 1PM EDT (UTC-0400).
  • Our session at JSM is scheduled on Wednesday August 5th, 10:30am-12:20PM, room CC-159A. The schedule and list of speakers is available. See you there !

 

Meeting Activities

** Clicking on a date will take you to that date on the Meeting Summary page. ** You will find there detailed minutes of the meetings.

DATE
TOPICS & Readings
Notes
07/02/09
  • Summary of ABC in Paris workshop, by Julien
  • Status update from all subgroups, see summary.
Slides that Aude was planning to present.
06/18/09 Status update from all subgroups, see summary.  
06/04/09 Status update from all subgroups, see summary.  
05/07/09

Meeting to resume interactions and get the new subgroups started.
Presentation of the subgroups, click on a title to access the slides:

  • Still time to check the subgroups list, and e-mail subgroup leaders to join in.
  • Next meeting same day/time in 2 weeks.
  • Until then, please contact the subgroup leaders.
Temporary on hold Meetings temporarily put on hold while underlying research goes on.
Resuming end of April.
Please check Julien's email on resuming the interactions, and e-mail him about your interests. Thanks !
11/21/08

Lecture by Geneviève Lefebvre, from Université du Québec à Montréal:

  • A divergence approach for the tempering schedule in Sequential Monte Carlo Sampling
  • Slides

This works is part of her PhD thesis [16] Lefebvre (2007).

11/14/08

No meeting

 
11/07/08

No meeting

 
10/31/08

Lecture by Jan Hannig:

 
10/24/08

Lecture by Arnaud Doucet:

  • Sequential Monte Carlo Samplers
  • Slides
Reference paper on the subject: [1] Del Moral, Doucet, Jasra (2006).
10/17/08

Lecture by Julien Cornebise on the asymptotic analysis of quality criterions such as the Coefficient of Variation of the weights in Sequential Importance Sampling, and its applications to design adaptive methods in SMC.

  • Analysis of quality criterions and adaptive methods in sequential importance sampling
  • Slides

This lecture relies on

which uses convergence results from
10/10/08 Lecture by Sylvain Rubenthaler.
  • Tree based functional expansions for particle models
  • Slides (first part of the talk) and whiteboard displays (second part of the talk)

This is a much extended version of the talk Sylvain gave in Duke last week (now including the sktech of the proof and the applications).

This lecture relies on his article [12] Del Moral, Patras, Rubenthaler (2006), soon to be published.

10/03/08 Lecture by Robert Griffiths:
  • Ancestral inference on coalescent histories
  • Slides of the talk, including a rich list of references

When asked for a short list of references, Bob advises:

9/26/08 Lecture by Sylvain Rubenthaler on Boltzmann nonlinear operators, based on pp. 98-106 from [3]:

For potential applications of SMC as alternative to MCMC, Cajo (who could not make it today) points to

We will talk about these in a future meeting.

9/19/08 Introductory lecture by Arnaud Doucet on SMC: At next meeting, Sylvain Rubenthaler will present [2] Graham and Meleard (1997) and its more detailed version [3] Graham and Meleard (1999).
9/11/08

Group introduction and organizational meeting.

Minutes of the meeting

 

Group Members

(group email alias is smc-population at samsi.info)
Name Affiliation Email Address
Artin Armagan Duke University artin AT stat DOT duke DOT edu
Jim Berger Duke University and SAMSI berger AT samsi DOT info
Jaya Bishwal UNC-Charlotte J DOT Bishwal AT uncc DOT edu
Luke Bornn Univ. of British Columbia l DOT bornn AT stat DOT ubc DOT ca
Mark Briers   mark DOT briers AT cantab DOT net
Rong Chen Rutgers University rongchen AT stat DOT rutgers DOT edu
Nicolas Chopin University of Bristol nicolas DOT chopin AT bristol DOT ac DOT uk
Jacob Colvin Univ. of California-Santa Cruz jcolvin AT ams DOT ucsc DOT edu
Julien Cornebise SAMSI jcornebise AT samsi DOT info
Jessi Cisewski UNC-Chapel Hill cisewski AT email DOT unc DOT edu
Sourish Das SAMSI sourish DOT das AT gmail DOT com
Arnaud Doucet Univ. of British Columbia arnaud AT stat DOT ubc DOT ca
David Dunson Duke University dunson AT stat DOT duke DOT edu
Ernest Fokoue Kettering University efokoue AT kettering DOT edu
Robert Griffiths Oxford University griff AT stats DOT ox DOT ac DOT uk
Jan Hannig UNC-Chapel Hill hannig AT email DOT unc DOT edu
Roman Holenstein Univ. of British Columbia romanh AT cs DOT ubc DOT ca
Mark Huber Duke University mhuber AT math DOT duke DOT edu
Aude Grelaud INRA aude DOT grelaud AT jouy DOT inra DOT fr
Norikazu Ikoma   ikoma AT ecs DOT kyutech DOT ac DOT jp
Chunlin Ji Duke University chunlin DOT ji AT duke DOT edu
Steve Koutsourelakis Cornell University pk285 AT cornell DOT edu
Ioanna Manolopolou Duke University im30 AT stat DOT duke DOT edu
Jonathan Mattingly Duke University jonm AT math DOT duke DOT edu
Eric Moulines Telecom Paristech eric DOT moulines AT telecom-paristech DOT fr
Chiranjit Mukherjee Duke University cm114 AT stat DOT duke DOT edu
Olasunkanmi Obanubi   olasunkanmi DOT obanubi AT ic DOT ac DOT uk
Giovanni Petris University of Arkansas GPetris AT uark DOT edu
Christian Robert   xian AT ceremade DOT dauphine DOT fr
Sylvain Rubenthaler   rubentha AT unice DOT fr
Bingxin Shen   bingxin DOT shen AT gmail DOT com
Cajo ter Braak   cajo DOT terbraak AT wur DOT nl
Andrew Thomas   helsinkiant AT gmail DOT com
Veronica Verrocal Duke University vjb2 AT stat DOT duke DOT edu
Anand Vidyashankar Cornell University anv4 AT cornell DOT edu
Ryo Yoshida   yoshidar AT ism DOT ac DOT jp
Baqun Zhang N.C. State University bzhang4 AT ncsu DOT edu

Reference List

[1] Del Moral, P., Doucet, A., and Jasra, A. (2006), Sequential monte carlo samplers, Journal of the Royal Statistical Society: Series B (Statistical Methodology), 68(3), 411-436. [ bib | .pdf ]
[2] Graham, C. and Meleard, S. (1997), Stochastic particle approximations for generalised boltzmann models and convergence estimates, Annals of Probability, 25, 115-132. [ bib | .pdf ]
[3] Graham, C. and Meleard, S. (1999), Probabilistic tools and monte-carlo approximations for some Boltzmann equations, ESAIM: Proc., 10, 77-126. [ bib | .pdf ]
[4] Bink, M., Boer, M., ter Braak, C., Jansen, J., Voorrips, R., and van de Weg, W. (2008), Bayesian analysis of complex traits in pedigreed plant populations, Euphytica, 161(1), 85-96. [ bib | .pdf ]
[5] Jain, S. and Neal, R. (2007), Splitting and merging components of a nonconjugate Dirichlet process mixture model, Bayesian Analysis, 2(3), 445-472. [ bib | .pdf ]
[6] Griffiths, R. and Tavare, S. (1994), Ancestral inference in population genetics, Statistical Science, 9, 307-307. [ bib | .pdf ]
[7] Harding, R., Fullerton, M., Griffiths, R., Bond, J., Cox, M., Schneider, J., Moulin, D., and Clegg, J. (1997), Archaic african and asian lineages in the genetic ancestry of modern humans, Am. J. Hum. Genet., 60, 772-98. [ bib | .pdf ]
[8] Stephens, M. and Donnelly, P. (2000), Inference in molecular population genetics, Journal of the Royal Statistical Society: Series B (Methodological), 62(4), 605-635. [ bib | .pdf ]
[9] Griffiths, R. (2002), Ancestral inference from gene trees, in M. Veuille and M. Slatkin, eds., Modern Developments in Theoretical Population Genetics: the Legacy of Gustave Malécot, pp. 94-117, Oxford University Press. [ bib | .pdf ]
[10] De Iorio, M. and Griffiths, R. (2004), Importance sampling on coalescent histories. I, Advances in Applied Probability, pp. 417-433. [ bib | .pdf ]
[11] De Iorio, M., Griffiths, R., Leblois, R., and Rousset, F. (2005), Stepwise mutation likelihood computation by sequential importance sampling in subdivided population models, Theoretical Population Biology, 68(1), 41-53. [ bib | .pdf ]
[12] Del Moral, P., Patras, F., and Rubenthaler, S. (2006), Coalescent tree based functional representations for some Feynman-Kac particle models, HAL preprint hal-00086532. [ bib | .pdf ]
[13] Cornebise, J., Moulines, E., and Olsson, J. (2008), Adaptive methods for sequential importance sampling with application to state space models, Statistics and Computing, (To appear), 10.1007/s11222-008-9089-4. [ bib | DOI | .pdf ]
[14] Douc, R. and Moulines, E. (2008), Limit theorems for weighted samples with applications to sequential Monte Carlo methods, Ann. Statist., 36(5), 2344-2376. [ bib | .pdf ]
[15] Douc, R., Moulines, E., and Olsson, J. (2008), On the auxiliary particle filter, Probability and Mathematical Statistics, 28(To appear). [ bib | .pdf ]
[16] Lefebvre, G. (2007), Practical issues in modern Monte Carlo integration, Ph.D. thesis, McGill University. [ bib | http | .pdf ]

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