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Career

· Signal Processing and Communications @ CUED

Publications (415)

On sequential Monte Carlo sampling methods for Bayesian filtering
Statistics and computing · 2000
4,917
cited
An Overview of Existing Methods and Recent Advances in Sequential Monte Carlo
Proceedings of the IEEE · 2007
1,079
cited
On sequential simulation-based methods for Bayesian filtering
1998
802
cited
Monte Carlo Smoothing for Nonlinear Time Series
Journal of the American Statistical Association · 2004
631
cited
Monte Carlo filtering for multi target tracking and data association
IEEE Transactions on Aerospace and Electronic Systems · 2005
436
cited
Trans-dimensional Markov chain Monte Carlo
2000
361
cited
Poisson models for extended target and group tracking
SPIE Optics + Photonics · 2005
308
cited
On the Relationship Between Markov chain Monte Carlo Methods for Model Uncertainty
2001
295
cited
Overview of Bayesian sequential Monte Carlo methods for group and extended object tracking
Digit. Signal Process. · 2014
197
cited
Digital audio restoration
1998
192
cited
A Bayesian Approach for Blind Separation of Sparse Sources
IEEE Transactions on Audio, Speech, and Language Processing · 2006
183
cited
Particle methods for Bayesian modeling and enhancement of speech signals
IEEE Transactions on Speech and Audio Processing · 2002
182
cited
Improvement Strategies for Monte Carlo Particle Filters
Sequential Monte Carlo Methods in Practice · 2001
173
cited
Monte Carlo smoothing with application to audio signal enhancement
Proceedings of the 11th IEEE Signal Processing Workshop on Statistical Signal Processing (Cat. No.01TH8563) · 2001
157
cited
Bayesian extensions to non-negative matrix factorisation for audio signal modelling
IEEE International Conference on Acoustics, Speech, and Signal Processing · 2008
154
cited
Maximum a Posteriori Sequence Estimation Using Monte Carlo Particle Filters
Annals of the Institute of Statistical Mathematics · 2001
151
cited
Multiband Image Fusion Based on Spectral Unmixing
IEEE Transactions on Geoscience and Remote Sensing · 2016
141
cited
Bayesian harmonic models for musical pitch estimation and analysis
IEEE International Conference on Acoustics, Speech, and Signal Processing · 2002
138
cited
Auxiliary Particle Implementation of the Probability Hypothesis Density Filter
International Symposium on Image and Signal Processing and Analysis · 2007
121
cited
Bayesian variable selection and regularization for time–frequency surface estimation
2004
120
cited
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