Models and algorithms for tracking using trans-dimensional sequential Monte Carlo

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn 3, Issue , 2004, Pages

  Godsill, Simon ^a   Vermaak, Jaco ^a  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; FILTRATION; MATHEMATICAL MODELS; MAXIMUM LIKELIHOOD ESTIMATION; MONTE CARLO METHODS; POLYNOMIALS; TRAJECTORIES;

ARRIVAL TIMES; BAYESIAN FILTERING; DYNAMICAL MODELS; PARSIMONIOUS REPRESENTATION;

TRACKING (POSITION);

EID: 4544273850     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (10)

1. N J Gordon, D J Salmond, and A F M Smith, "Novel approach to nonlinear/non-Gaussian Bayesian state estimation." IEE Proceedings-F, vol. 140, no. 2, pp. 107-113, Apr. 1993.
2. A. Doucet, S. J. Godsill, and C. Andrieu, "On sequential Monte Carlo sampling methods for Bayesian filtering," Statistics and Computing, vol. 10, pp. 197-208, 2000.
3. J S Liu and R Chen, "Sequential Monte Carlo methods for dynamical systems," J. Am. Statist. Assoc., vol. 93, pp. 1032-44, 1998.
4. W. Fong and S. J. Godsill, "Sequential Monte Carlo simulation of dynamical models with slowly varying parameters: application to audio," in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2002.
5. W. Fong and S. J. Godsill, "Sequential Monte Carlo simulation of dynamical models with slowly varying parameters: An extension," in XI European Signal Processing Conference (EUSIPCO), 2002.
6. J. Vermaak, S. J. Godsill, and A. Doucet, "Radial basis function regression using trans-dimensional sequential Monte Carlo," in IEEE Workshop on Statistical Signal Processing, 2003.
7. J. Vermaak, S. J. Godsill, and A. Doucet, "Sequential Bayesian kernel regression," in Advances in Neural Information Processing Systems 16, Cambridge, MA. 2003, MIT Press, (to appear).
8. A. Doucet, S. J. Godsill, and M. West, "Monte Carlo filtering and smoothing with application to time-varying spectral estimation," in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2000, vol. II, pp. 701-704, ISBN 0-7803-6296-9.
9. W. Fong, S. J. Godsill, A. Doucet, and M. West, "Monte Carlo smoothing with application to speech enhancement," IEEE Trans. on Signal Processing, vol. 50, no. 2, pp. 438-449, Feb. 2002, Special issue on Monte Carlo Methods.
10. S. J. Godsill, A Doucet, and M West, "Monte Carlo smoothing for non-linear time series," J. Am. Stat. Soc., 2003, In Press.