Regression: Uncertainty and Prediction intervals

Many uncertainty intervals are possible within a regression model. The most obvious are credible/confidence intervals for model parameters. But credible/confidence intervals can also be constructed for the expected response at any value of the explanatory variable. We can also construct credible/confidence intervals for a new observation which are typically referred to as prediction intervals.

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