Abstract. A new method of multivariate ordering using elliptical peeling on the basis of confidence ellipsoids is proposed. The statistical properties of the confidence ellipsoids are proved. The application of the method for the minimization of uncertainty under quadratic discriminant analysis, mode detection, and identification of outliers are described.

Keywords: pattern recognition, cancer diagnostics, uncertainty, peeling, confidence ellipsoids, discriminant analysis, multivariate ranking.