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A regression analysis procedure is developed for use when the dependent variable is a point on the circumference of a circle, surface of a sphere, etc. The computations required for estimating and testing certain hypotheses regarding the parameters of linear-type models are described in detail. The method is illustrated with an application to the analysis of vector-cardiogram projections