Data Science, Glm, Statistics, Modeling, Machine Learning.
reduce the effect. Usually, a correlation matrix can detect between pairs of predictors. But for a situation where two or more predictors may be strongly predictive of a third, variance inflation factor can detect multicollinearity. Variable Selection and Transformation p-value is a major criteria