Comparison between archetypal analysis, principal component analysis and k-means clustering. Visual representation of a seven-component analysis using archetypal analysis (AA), principal component analysis (PCA) and k-means clustering (K-means). Explained sample variance (ESV) for each analysis is included. For each PCA component the contribution to explained variance is indicated. The explained variance for a seven component analysis is indicated in brackets for each analysis.