Correlation Filter Methods
Besides duplicate features, a dataset can also include correlated features. “Correlation is defined as a measure of the linear relationship between two quantitative variables.” A high correlation is often a useful property—if two variables are highly correlated: We can predict one from the other. Therefore, we generally look for features that are highly correlated with…