Yes they can.
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Two or more explanatory variables are collinear when they have a linear relationship with each other. You are usually expected to remove at least one of the variables from your multiple regression analysis.
Regression :The average Linear or Non linear relationship between Variables.
The assumptions of Probit analysis are the assumption of normality and the assumption for linear regression.
A linear regression
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