Focused Principal Component Analysis: Looking at a Correlation Matrix with a Particular Interest in a Given Variable

This article proposes a simple graphical display that is similar to principal component displays in that approximations to correlation structures are visualized. The proposed method differs from principal components in its focus on a particular variable and the exact representation of the correlations between this variable and all others. The method is therefore applicable to predictor-response data.