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Sequential Monte Carlo Methods Program

 

Tracking Working Group

Meets: Monday, 10:00-11:30 in Room 203
Leaders: Simon Godsill and Nathan Green
Webmaster: Primary - Julien Cornebise, Backup - Gentry White

Password Protected Site
Goals and Objectives
Working Papers/Drafts for Publication
Reference Materials

Announcements
  1. The transition workshop's tentative schedule is now out: Don't wait too long before registering !
  2. With the end of the program nearing, we are now focusing on getting papers and tech reports out. Can you please all prepare by the next meeting a list of where you currently stand ? This will update the list made last May

 

Meeting Activities

** Clicking on a date will take you to that date on the Meeting Summary page **

DATE
TOPICS & Readings
Notes
10/05/09 Brett's slides
8/10/09
  • Summary of our session at JSM 2009.
  • Transition workshop on Nov 9-10: who is coming ?
  • Focus of the group now: get the papers ready
JSM Slides:
  1. Chunlin Ji
  2. Ernest Fokoue
  3. Nathan Green
  4. Daniel E. Clark
  5. François Septier
7/13/09
  • Ernest shared his ideas with François and Simon for feedback
 
7/06/09
  • Status from Ernest
Sorry for the short notice and the clash with July 4th holiday !
5/05/09
  • Count of papers/technical reports that we can expect for September.
  • Revival of contour tracking for plume tracking.
  • Metrics for SMC algortihms, status update by Julien.
4/27/09
  • Organization for JSM papers
  • Aims in terms of publications for September
  • Reviving contour tracking
Exceptionally, next meeting will be on Tuesday.
4/20/09 No meeting today due to the just-ending workshop.  
4/13/09
  • A short discussion of current activities and the upcoming workshop
 
4/06/09
  • A short discussion of current activities and the upcoming workshop
 
3/30/09
  • Chunlin Recap of last weekes discussion and discussion of some newer data sets to use..
  • Julien Revisted selection metrics and discussed the problem as posed by Simon.
  • Nathan and Namrata Some discussion of their work on cloud tracking and the availability of real data..
3/23/09
  • Julien on Refined metrics on SMC algorithms: first thought.
  • Chunlin on Dynamic Spatial Mixture Modelling for Multiple Extended Target Tracking.
3/16/09
  • Francois on Plume Tracking.
  • Francois on Evaluation of Particle Methods for Multitarget Tracking.
  • Collegial discussion about the metrics.
See summary for details. Slides, video, code, and data available soon.
  • Chunlin will present his results next week
  • Ernest will investigate links with metrics for clustering methods
  • Julien will investigate KLD metrics
3/2/09
  • Bin Liu discussed some of his work on the PHD filter and possible areas of future work
  • Chunlin is making progress on the PHD filter for multi-target tracking and should have results soon.
  • We should shortly have a link to a website where field data for STE/PT may be obtained.
  • Little to report this week
  • 2/24/09
    • We discussed the workshop and outcomes and the upcoming Adaptive Design, SMC and Computer Modelling Workshop in April.
    • We have decided to change the date and time of our meeting to Mondays at 10:00 AM Eastern Time.
  • There was little to report this week, we discussed upcoming results.
  • 2/10/09
    • We discussed the upcoming workshop and the logistics involved.
    • Ernest mentioned a problem concerning polymerization brought to him by a colleague in chemistry.
  • The agenda for the Internal Workshop is posted on the SAMSI website
  • 2/3/09
    • Chunlin presented notes on the progress of his work in cell tracking.
    • Gentry presented work on his progress with the plume tracking emulator.
  • The agenda for the Internal Workshop will be posted soon
  • Chunlin's slides are hereandhere
  • Gentry's notes are here
  • 1/27/09
    • François presented notes on the MCMC-Based Particle Algorithm as applied to the multi-target tracking problem. He also included matlab code associated with the algorithm.
  • Details about the Internal Workshop will be posted soon
  • François's slides are here here
  • The notes on hiss presentation are here here
  • The .zip file of the associated Matlab code is here here
  • 1/20/09
    • Viktor presented his notes on the Re-sample move algorithm and reported on his progress towards implementation.
    • There was also discussion of the Internal Tracking Workshop on February 19-20. The list of participants is coming together. This will be an informal meeting and we would like to hear about any work in progress, not just results. Interested participants need to contact Simon as soon as possible.
    • Gentry presented some notes on applying a Kalman Filter based emulation procedure to the STE/PT problem.
  • Details about the Internal Workshop will be posted soon
  • Viktor's notes on the re-sample move algorithm are here
  • Gentry's notes are here
  • 1/13/09
    • Simon discussed the possible JSM session, interested participants should contact Simon as soon as possible
    • There was also discussion of the Internal Tracking Workshop on February 19-20. Interested participants need to contact Simon as soon as possible.
    • Gentry presented a cursory discussion of emulation and discussed its possible application to tracking.
  • Details about the Internal Workshop will be posted soon
  • Details about the organization of a JSM session should be forthcoming
  • 1/6/09
    • Mark reported that a paper based on some work on source term estimation has been submitted.
    • Viktor presented some of his notes on SIR with MCMC moves, a pdf will be posted soon.
    • There was some discussion of the organization of a session for JSM this August
  • Viktor's notes should be posted soon
  • Details about the organization of a JSM session should be forthcoming
  • 12/16/08
    • Today we heard status reports from each of the subgroup leaders
    • It was decided that we would meet again in three-weeks on January 6th to discuss progress
    See Meeting Summary for more details
    12/2/08
    • Today we heard status reports from each of the subgroup leaders
    • It was decided that we would meet again in two-weeks on December 16th to discuss progress
    • Ahead of meeting, Nathan sent this pdf concerning likelihood descriptions for the plume tracking and source term estimation problems.
    • François sent out two scenarios for use by the Multiple Target Tracking Subgroup Scenario1Scenario2
    11/11/08
    • Today we heard from three of the sub-groups, Neuron, STE, and Multiple Targets
    • It was decided to wait until after Thanksgiving to meet as a full working group. Until then sub-group leaders will manage progress.
    • A full summary of the sub-groups plans of actions can be found in today's meeting summary.
    • Ahead of meeting, Joshua updated his slides on the neuron tracking problem, adding a section "Next Step", pp. 21--22.
    • Simon's slides from his presentation on the multiple target tracking subgroup are here
    • Nathan's slides are here and other materials are here
    11/04/08  Julien's Presentation to the Postdoc and Grad student seminar series is a nice summary of our activities to date and is located here
    10/28/08
    • This week's meeting is canceled

    • We are still soliciting members' choice of projects to work on based on the presentations of 10/21/2008.
    • A copy of the email giving details on the projects is located here
     
    10/21/08  
    10/14/08   François presented material on the multi-target problem
    • His notes are here
    • and a zip file of MATLAB code is here
    • His slides are here
    Nathan presented the ABC algorithm, slides are here
    Some papers on ABC are
    10/07/08 Presentation by Josh on neuron activity tracking from his PhD work.  
    Slides are located here [UPDATED 11/11/2008] and video here and here
    Here are some references on neuron tracking
    9/30/08

    Overview of [11] by Lyudmila.

    Movies to accompany her material are here and here

    Presentation by Chunlin

    A few slides by Nathan, with pictures from the LIDAR

    Before the meeting, Lyudmila Mihaylova furnished the reference [11] Gning et al. (2008) on group object motion estimation. During the meeting, she also points to [12] Gning et al. (2008b) .

    Chunlin mentions [13] Celltracer software's website.

    9/24/08

    Nathan Green and Chunlin Yi, See today's summary for actions.

    Before the meeting, Nathan Green furnished the references

    about source term estimation, as well as

    During the meeting, Steve points to the reference [10] Johannesson et al. (2004) for STE and plume-tracking.

    9/17/08

    Nathan Green and François Septier: global description of the three applications of interest. Slides and Matlab code will be available later.

    Recommended reading by François Septier for next week:

    9/11/08 Group Introduction and organizational meeting. Slides by Simon Godsill.  



     

    Group Members

    (group email alias is smc-tracking at samsi.info)
    Name Affiliation Email Address
    Mark Briers   mark DOT briers AT cantab DOT net
    Daniel Clark Heriot-Watt University d DOT e DOT clark AT hw DOT ac DOT uk
    Avishi Carmi/font> Cambridge University ac599 AT cam DOT ac DOT uk
    Jacob Colvin Univ. of California-Santa Cruz jcolvin AT ams DOT ucsc DOT edu
    Julien Cornebise   jcornebise AT samsi DOT info
    Sarah Dance University of Reading s DOT l DOT dance AT reading DOT ac DOT uk
    Paul Fearnhead Lancaster University p DOT fearnhead AT lancs DOT ac DOT uk
    Ernest Fokoue Kettering University efokoue AT kettering DOT edu
    Amadou Gning Lancaster University e DOT gning AT lancaster DOT ac DOT uk
    Simon Godsill Cambridge University sjg AT eng DOT cam DOT ac DOT uk
    Nathan Green   NGREEN AT mail DOT dstl DOT gov DOT uk
    Roman Holenstein University of British Columbia romanh AT cs DOT ubc DOT ca
    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
    Kevin Mernick SUNY at Stony Brook kmernick AT ece DOT sunysb DOT edu
    Lyudmila Mihaylova Lancaster University mila DOT mihaylova AT lancaster DOT ac DOT uk
    Sze Kim Pang Cambridge University skp31 AT cambridge DOT ac DOT uk
    Gareth Peters Univ. New South Wales peterga AT maths DOT unsw DOT edu DOT au
    Maria Pila Munoz   pilar DOT munyoz AT upc DOT edu
    Olasunkanmi Obanubi   olasunkanmi DOT obanubi AT ic DOT ac DOT uk
    Raquel Prado Univ. of California-Santa Cruz raquel AT ams DOT ucsc DOT edu
    Viktor Rozgic University of Southern California rozgic AT usc DOT edu
    Francois Septier   fjms2 AT cam DOT ac DOT uk
    Jonathan Stroud   stroudjonathan AT yahoo DOT com
    Sumeetpal Singh   sss40 AT cam DOT ac DOT uk
    Andrew Thomas   helsinkiant AT gmail DOT com
    Len Thomas   len AT mcs DOT st-and DOT ac DOT uk
    Namrata Vaswani Iowa State University namrata AT iastate DOT edu
    Joshua Vogelstein Johns Hopkins University jv DOT work AT jhu DOT edu
    Quanli Wang Duke University quanli AT stat DOT duke DOT edu
    Gentry White N.C. State University white AT stat DOT ncsu DOT edu

    Reference List

    References are listed in the order they have been added to the working group activities.

    [1] Cappe, O., Godsill, S., and Moulines, E. (2007), An Overview of Existing Methods and Recent Advances in Sequential Monte Carlo, PROCEEDINGS-IEEE, 95(5), 899. [ bib  | .pdf ]
    [2] Doucet, A., Godsill, S., and Andrieu, C. (2000), On sequential Monte Carlo sampling methods for Bayesian filtering, Statistics and Computing, 10(3), 197-208. [ bib | .pdf ]
    [3] Pang, S., Li, J., and Godsill, S. (2008), Models and Algorithms for Detection and Tracking of Coordinated Groups, Aerospace Conference, 2008 IEEE, pp. 1-17. [ bib | .pdf ]
    [4] Pitt, M., Shephard, N., and Oxford, N.C. (1999), Filtering Via Simulation: Auxiliary Particle Filters., Journal of the American Statistical Association, 94(446), 590-591. [ bib | .pdf ]
    [5] Green, N., Robins, P., and Rapley, V. (2008), Real-time biological source term estimation using adaptive sampling of UV fluorescence LIDAR data, unpublished manuscript. [ bib | .pdf ]
    [6] Robins, P. and Thomas, P. (2005), Non-linear bayesian CBRN source term estimation, Information Fusion, 2005 8th International Conference on, 2, 8 pp.-, 10.1109/ICIF.2005.1591980. [ bib | DOI | .pdf ]
    [7] Shen, H. (2008), CellTracker software website, http://dbkgroup.org/celltracker/, retrieved on September 23, 2008. [ bib | http ]
    [8] Vaswani, N. (2008), Particle filtering for large dimensional state spaces with multimodal observation likelihoods, IEEE Trans. Signal Processing, to appear. [ bib | .pdf ]
    [9] Vaswani, N., Rathi, Y., Yezzi, A., and Tannenbaum, A. (2008), PF-MT with an interpolation effective basis for tracking local contour deformations, IEEE Trans. Image Processing, accepted with mandatory minor revisions. [ bib | .pdf ]
    [10] Johannesson, G., Hanley, B., and Nitao, J. (2004), Dynamic Bayesian Models via Monte Carlo-An Introduction with Examples, Tech. rep., UCRL-TR-207173, Lawrence Livermore National Lab., Livermore, CA (US). [ bib | .pdf  ]
    [11] Gning, A., Mihaylova, L., Maskell, S., Pang, S., and Godsill, S. (2008), Evolving networks for group object motion estimation, Proc. of IET Seminar on Target Tracking and Data Fusion: Algorithms and Applications, Birmingham, UK, pp. 99-106. [ bib | .pdf  ]
    [12] Gning, A., Mihaylova, L., Maskell, S., Pang, S., and Godsill, S. (2008), Ground target group structure and state estimation with particle filtering, Proc. of the 11th International Conf. on Information Fusion, Cologne, Germany, pp. 1176-1183. [ bib | .pdf ]
    [13] Wang, Q., You, L., and West, M. (2008), CellTracer software website, http://www.stat.duke.edu/research/software/west/celltracer/, retrieved on September 30, 2008. [ bib | http ]
    [14] Peters, G.W., Fan, Y., and Sisson, S. A. (2008) On sequential Monte Carlo, partial rejection control and approximate Bayesian computation, Technical Report, University of New South Wales, submitted August 2008. [ bib  | .pdf ]
    [15] Sisson, S. A., Fan, Y., and Tanaka, M. M. (2007) Sequential Monte Carlo without Likelihoods, Proceedings of the National Academy of Sciences , 104(6), 1760-1765. [ bib  | .pdf ]
    [16] Pillow, J. W., Fan, Y., and Shelens, J., and Paninski, L., and Sher, A., and Litke, A. M., and Chichilmisky, E. J., and Simoncelli, E. P. (2008) Spatio-temporal correlations and visual signalling in a complete neuron population. Nature , 454 995-999. [ bib  | .pdf ]
    [17] Vogelstein, J. T., and Watson, B. O., and Packer, A. M., and Yuste, R., and Jedynak, B., and Paninski, L. (2008) Spike inference from calsium imaging using sequential Monte Carlo methods. in preparation . [ bib  | .pdf ]
    [18] Paninski, L. (2008) Maximum likelihood estimation of cascade point-process neural encoding models. Network: Computation in Neural Systems 15 243-262. [ bib  | .pdf ]

    Data Sites

    None yet.

     

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