Journal of the Royal Statistical Society. Series B (Statistical Methodology), Vol. 61, No. 3 (1999), pp. 611-622 (12 pages) Principal component analysis (PCA) is a ubiquitous technique for data ...

Compositional data, consisting of vectors of proportions, have proved difficult to handle statistically because of the awkward constraint that the components of each vector must sum to unity. Moreover ...