Abstract. We compare cluster analysis, sequential Wald analysis, and the method of coordinate system rotation for the classification of patients with acute destructive pancreatitis and patients with acute combined radiation damage for early detection of complications. In the first case, the Wald analysis is efficient. In the second case, k-means cluster analysis and coordinate rotation method are proposed.

Keywords: cluster analysis, Kullback information measure, sequential Wald analysis.