Distributed maximum likelihood estimation for sensor networks

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

Volumn 3, Issue , 2004, Pages

  Blatt, Doron ^a   Hero, Alfred ^a  

^a University of Michigan   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ASYMPTOTIC STABILITY; DATA PROCESSING; MAXIMUM LIKELIHOOD ESTIMATION; NETWORKS (CIRCUITS); SET THEORY; VECTORS;

DATA SHARING; LOCAL MAXIMA; SENSOR NETWORKS;

SENSORS;

EID: 4544222131     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. S. Kumar, F. Zhao, and D. Shepherd editors, "Special issue on collaborative information processing," IEEE Signal Processing, Magazine, vol. 19, no. 2, March 2002.
2. P. K. Varshney, Distributed Detection and Data Fusion, Springer-Verlag, 1997.
3. P. Ishwar, R. Puri, S. S. Pradhan, and K. Ramchandran, "On compression for robust estimation in sensor networks," Proc.of International Symposium on Information Theory (ISIT), Yokohama, Japan, June 2003.
4. T.S. Han and S. Amari, "Parameter estimation with multiterminal data compression," IEEE transactions on Information Theory, vol. 41, no. 6, pp. 1802-1833, Nov. 1995.
5. J. F. Chamberland and V.V. Veeravalli, "Decentralized detection in sensor networks," IEEE Transactions on Signal Processing, vol. 51, no. 2, pp. 407-416, Feb. 2003.
6. R. D. Nowak, "Distributed EM algorithms for density estimation and clustering in sensor networks," IEEE transactions on signal processing, vol. 51, no. 8, pp. 2245-2253, August 2003.
7. G. J. McLachlan and T. Krishnan, The EM Algorithm and Extensions, John Wiley & Sons, 1997.
8. D. Blatt and A. Hero, "Distributed maximum likelihood for sensor networks," In preparation.
9. M.A.T. Figueiredo and A.K. Jain, "Unsupervised learning of finite mixute models," IEEE Trans on Pattern Anal and Machine Intelligence, vol. 24, pp. 381-396, March 2002.