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Regression Statistics Excel

Regression Statistics Excel - I have a separate test dataset. Find the rmse on the test data. I understand that isotonic guarantees a monotonically increasing or decreasing fit. I understand that both of these methods seem to use the same statistical model. How can these contradict each other? What is the story behind the name? Suppose i have some dataset. I perform some regression on it. Those words connote causality, but regression can work the other way round too (use y to predict x). However under what circumstances should i use which method?

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