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Oct 14, 2014 at 14:35 comment added Scortchi In both of your first two examples, discretization is trying to bluff its way into the party by latching on to a bona fide guest. Don't be fooled. (1) If you want to model not having an open revolving credit line as a distinct class just use a dummy variable to indicate that condition & assign any constant value for average revolving credit balance. (2) If you want to treat certain extreme predictor values identically, as "big" or "small", truncate them; no need to muck about with the rest of the values. The 3rd case is uncontested - feel free to add examples.
Oct 14, 2014 at 14:15 history edited Scortchi CC BY-SA 3.0
fixed typos
Oct 14, 2014 at 14:02 comment added Scortchi Dichotomization is putting into two bins - do you mean discretization?
Oct 6, 2014 at 3:50 review Late answers
Oct 6, 2014 at 3:50
Oct 6, 2014 at 3:32 review First posts
Oct 6, 2014 at 4:42
Oct 6, 2014 at 3:31 history answered cjthompson CC BY-SA 3.0