Point estimation only, if converge
Unlike the explicit maximum likelihood approach which provide asymptotic confidence limits, the EM algorithm only provide the point estimate, which, under certain conditions, coverage to the m.l.e. To build confidence limits, one needs to use bootstrapping or similar re-sampling methods.
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Controlling Infectious Diseases »Controlling Infectious Diseases
Research Questions »Research Questions
Open mathematical/computational problems? »Open mathematical/computational problems?
Statistical Methods for model selection and parameter estimation »Statistical Methods for model selection and parameter estimation
Parametric approaches »Parametric approaches
Methods incorporating both process and observation error »Methods incorporating both process and observation error
Expectation-maximization (EM) »Expectation-maximization (EM)
Point estimation only, if converge
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