National Natural Science Foundation of China (No.61102138);Fundamental Research Funds for Nanjing University of Aeronautics and Astronautics (No.201090)
ZHOU Xin. An EM Algorithm Based Maximum Likelihood Parameter Estimation Method for the G0 Distribution[J]. Acta Electronica Sinica, 2013, 41(1): 178-184.
DOI:
ZHOU Xin. An EM Algorithm Based Maximum Likelihood Parameter Estimation Method for the G0 Distribution[J]. Acta Electronica Sinica, 2013, 41(1): 178-184. DOI: 10.3969/j.issn.0372-2112.2013.01.031.
An EM Algorithm Based Maximum Likelihood Parameter Estimation Method for the G0 Distribution
As an important model for modeling synthetic aperture radar (SAR) image data
G0 distribution has strong modeling ability and good practicability
and therefore draws extensive attentions around the world.The applications of G0 distribution require accurate and effective parameter estimations
and maximum likelihood estimator
which is statistically optimal
has not been applied for the G0 distribution due to the complexity of G0 distribution.In this paper
a new derivation of G0 distribution is first given
based on which
a maximum likelihood parameter estimation method using expectation maximization (EM) algorithm is proposed for the G0 ditribution.The proposed method is compared with other G0 parameter estimation methods through extensive experiments
and the results show the effectiveness of the proposed method.