Fitting Deming regression
Fit a Deming regression to estimate the relationship between a test method and a reference or comparative method when both variables are measured with error.
- Select a cell in the dataset.
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On the Analyse-it ribbon tab, in the
Statistical Analyses group, click Method Comparison, and then click the fit:
Option Description Ordinary Deming Fit a Deming regression where the ratio of measurement error SD is constant throughout the measuring interval. Weighted Deming Fit a Deming regression where the ratio of measurement error CV is constant throughout the measuring interval. The analysis task pane opens. -
If the data are in 2 variables:
- In the X drop-down list, select the comparative or reference measurement procedure variable.
- In the Y drop-down list, select the test measurement procedure variable.
Note: If the variables consist of replicate measurements, select the variable name that spans all the replicate columns. -
If the data are in 2 variables with a separate variable identifying replicates of each item:
- In the X drop-down list, select the comparative or reference measurement procedure variable.
- In the Y drop-down list, select the test measurement procedure variable.
- In the Item drop-down list, select the variable identifying each item.
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If the data are in a single variable with a separate variable matching each item and a variable identifying the method:
- In the Model drop-down menu, select Matched Pairs.
- In the Y drop-down list, select the measurement variable.
- In the Item drop-down list, select the item variable that identifies each item.
- In the Method drop-down list, select the method variable.
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If the items are measured in replicate, in the Replicates group, select:
Option Description 1st X, 1st Y Uses only the 1st X replicate and 1st Y replicate in the regression. Mean X, 1st Y Uses the Mean of X replicates and the 1st Y replicate in the regression. Mean X, Mean Y Uses the Mean of the X replicates and the Mean of the Y replicates in the regression. Note: All items must have the same number of replicates. Items that do not are excluded from analysis. -
If the items are not measured in replicate, in the Variance ratio, edit box, type the ratio of the variances, or in the SD/CV X and SD/CV Y edit boxes, type the standard deviation or CV of the measurement error for each method.
Note: The regression procedure uses all replicate measurements to estimate the precision of each method.
- Click Calculate.
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