UQ: Simulation of Rare Events - February 13-14, 2012
Workshop Information
This workshop was held at SAMSI.
Description: The main aim of the workshop was to contribute to the development of efficient algorithms to simulate complex stochastic systems conditioned on the occurrence of a rare event. Although they may occur with small probability, such events may be of great practical interest because they represent very undesirable system behavior. Simulation algorithms give an estimate of these small probabilities and an understanding of the likely mechanism by which the event occurs. Applications of rare event simulation methods include many engineered systems such as noisy optical laser systems, queuing networks, and mechanical reliability analysis, as well as financial risk, climate dynamics, and random graph and network models.
Speakers addressed both theoretical and computational issues related to rare event simulation. Specific topics included large deviation theory, heavy-tailed processes, importance sampling, particle methods, and other novel methods. The workshop took place over two days and provided an ideal place for beginning researchers in the field to interact with experts. The expected outcomes included the opportunity to understand the state of the art of the field as well as some of the core questions in the area.
Schedule
Monday, February 13, 2012
at SAMSI
8:30-9:00 a.m. | Registration and Continental Breakfast |
9:00-9:15 | Welcome and Introduction Pierre Gremaud, SAMSI |
9:15-10:00 | Peter Glynn, Stanford University Small-sample Behavior for Importance Sampling Rare-event Estimators |
10:05-10:50 | Maria Cameron, University of Maryland Finding Quasipotential for Nongradient SDE's |
10:50-11:20 | Break |
11:20-12:05 | Henry Lam, Boston University Rare-Event Simulation for Many-Server Queues |
12:05-1:30 | Lunch |
1:30-2:15 | Jingchen Liu, Columbia University Rare-event Analysis and Simulations for Gaussian and Its Related Processes |
2:20-3:05 | Kavita Ramanan, Brown University |
3:05-3:30 | Break |
3:30-4:15 | Jonathan Weare, University of Chicago A Modified Diffusion Monte Carlo for Rare Event Simulation and More |
4:15-4:45 | Discussion |
5:00-7:00 | Poster Session and Reception SAMSI will provide poster presentation boards and tape. The board dimensions are 4 ft. wide by 3 ft. high. They are tri-fold with each side being 1 ft. wide and the center 2 ft. wide. Please make sure your poster fits the board. The boards can accommodate up to 16 pages of paper measuring 8.5 inches by 11 inches. |
Tuesday, February 14, 2012
at SAMSI
8:30-9:00 a.m. | Registration and Continental Breakfast |
9:00-9:45 | Kay Kirkpatrick, University of Illinois, Urbana-Champaign Bose-Einstein Condensation and Quantum Many-Body Systems |
9:50-10:35 | Paul Dupuis, Brown University Importance Sampling for a Multiscale Diffusion |
10:35-11:00 | Break |
11:00-11:45 | Kevin Leder, University of Minnesota Analysis of a Splitting Estimator for Rare Event Probabilities in Jackson Networks |
11:45-12:00 | Closing Remarks Pierre Gremaud, SAMSI |
12:00-1:00 | Lunch |