multicollinearity refers to a situation in which a. the application of a multiple regression model yields estimates that are nonlinear in form. b. the dependent variable is highly correlated with the independent variable(s) in a regression analysis. c. successive error terms derived from the application of regression analysis to time series data are correlated. d. there is a high degree of correlation between the independent variables included in a multiple regression model.