Summary It can happen that the variates of primary interest in a simple Gaussian lattice scheme are not directly observable. An errors-in-variables formulation may then be appropriate. This note describes the corresponding maximum-likelihood estimation of unknown parameter values. An example is given.
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Julian Besag (1977) studied this question.
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