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There are two costs incurred when the "dummy variable" encoding trick is used: Two of the classical regression statistics become difficult to interpret. The beta weights of the original explanatory ...
A regression equation with a zillion dummy variables in it is hard to read and has little generalizable business value. For example, instead of having a factor “city” with many different levels/values ...