Focused principal component analysis: Looking at a correlation matrix witha particular interest in a given variable

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