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In regression analysis, conditioning simply means looking at the response variable after taking the predictor into account. When we condition on a variable X, we are asking: "what does Y look like ...
Interesting: I never looked at it this way, but in GARCH models the conditional variance path is deterministic given past data, whereas in stochastic variance and Kalman models the conditional ...