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### Correcting repeated measures data to display error bars that show within-subjects differences

Although I did not check the program, your logic is indeed correct and probably the best approach. This is the approach used in superb (article found here) for the R implementation. The whole process ...
1 vote

### Mean Accuracy and Standard Error of the Accuracy for KNN Classification algorithm

For each K, they're not producing multiple models. They're producing a single model for each K and recording the accuracy and standard errors.

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