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FAST MAXIMUM-LIKELIHOOD ESTIMATION AND DETECTION ALGORITHM FOR BERNOULLI-GAUSSIAN PROCESSES.
Conference paper

FAST MAXIMUM-LIKELIHOOD ESTIMATION AND DETECTION ALGORITHM FOR BERNOULLI-GAUSSIAN PROCESSES.

Chong-Yung Chi, John Goutsias and Jerry M. Mendel
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, pp.1297-1300
1985

Abstract

The authors derive and implement a maximum-likelihood detection and estimation algorithm, based on the same channel and statistical models used by J. Kormylo and J. M. Mendel (1983) that leads to less computations than the approach presented by C. Y. Chi, et al. (1984). They introduce a single generalized likelihood function and develop the multiple-most-likely replacement (MMLR) detector. This detector is computationally faster than the single-most-likely replacement (SMLR) detector developed by J. Kormylo and J. M. Mendel (1982). They demonstrate good performance of their algorithm for a synthetic data example.

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