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OCR: Random Effects: Variance Component Estimates The variance component estimates are those derived by equating the mi squares for random effects with their expectation. The random submatri: from the EMS table IS inverted and multiplied into the mean squares obtain variance component estimates These estimates are usually (but necessarily) positive The variance com iponent estimate for the residual i the Mean Square Error