Variable rate particle filters for tracking applications

IEEE Workshop on Statistical Signal Processing Proceedings

Volumn 2005, Issue , 2005, Pages 1280-1285

  Godsill, Simon ^a   Vermaak, Jaco ^a  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; DIFFERENTIAL EQUATIONS; POISSON EQUATION; SIGNAL FILTERING AND PREDICTION; TRACKING (POSITION); TRAJECTORIES;

DIFFERENTIAL EQUATION MODELS; PARTICLE FILTERING ALGORITHMS; PARTICLE FILTERS; STATE VARIABLES;

DIGITAL FILTERS;

EID: 33947110413     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ssp.2005.1628793     Document Type: Conference Paper

References (10)

1. S. J. Godsill and J. Vermaak, "Models and algorithms for tracking using trans-dimensional sequential Monte Carlo," in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2004.
2. A. Doucet, S. Godsill, and C. Andrieu, "On sequential Monte Carlo sampling methods for Bayesian filtering," Statistics and Computing, vol. 10, pp. 197-208, 2000.
3. Y. Bar-Shalom and W. D. Blair, Multitarget-Multisensor Tracking: Applications and Advances, vol. III, Archtech House, Norwood, MS, 2000.
4. Y. Bar-Shalom and T. E. Fortmann, Tracking and Data Association, Academic Press, 1988.
5. N.J. Gordon, D.J. Salmond, and A.F.M. Smith, "Novel approach to non-linear/non-Gaussian Bayesian state estimation," IEE Proceedings-F, vol. 140, no. 2, pp. 107-113, 1993.
6. A. Doucet, N. de Freitas, and N. Gordon, Eds., Sequential Monte Carlo in Practice, Springer-Verlag, New York, 2001.
7. J. Liu and R. Chen, "Sequential Monte Carlo Methods for Dynamic Systems," Journal of the American Statistical Association, vol. 93, no. 443, pp. 1032-1044, 1993.
8. B. Ristic, S. Arulampalam, and N. Gordon, Beyond the Kalman Filter: Particle Filters for Tracking Applications, Artech House Books, 2004.
9. K. Gilholm and D. J. Salmond, "Extended object and group tracking," in Symposium on Target Tracking and Sensor Data Fusion for Military Observation Systems, 2003.
10. S N MacEachern, M Clyde, and J S Liu, "Sequential importance sampling for nonparametric Bayes models: the next generation," Can. J. Stats., vol. 27, pp. 251-267, 1999.