Measurement errors models, Applied Statistics

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How can we analyse data with four bilateral response variables measured with errors and three covariated measured without errors?

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Mean Absolute Deviation To avoid the problem of positive and negative deviations canceling out each other, we can use the Mean Absolute Deviation which is given by

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