Variance Inflation Factor Reddit. Where R-squared is the coefficient of determination in linear regression. For the model in which x_k is the only predictor.
Run a multiple regression. The correct application of the variance inflation factor approach for sample size calculations in trials that randomize intact clusters of individuals rests on knowledge of the variance of the outcome under simple random allocation of individuals and the intraclass correlation coefficient at the given level of. When those values are inflated the denominator is larger when calculating the t-statistic.
From patsy import dmatrices from statsmodelsstatsoutliers_influence import variance_inflation_factor find design matrix for linear regression model using rating as response variable y X dmatrices rating.
Multicollinearity inflates the variance and type II error. For illustration we take a look at a new example BodyfatThis data set includes measurements of 252 men. VIF_jfrac 1 1-R_ j 2. Lets be a little more concrete.