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Multivariate saddlepoint tests on the mean direction of the von Mises–Fisher distribution

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This article provides P values for two new tests on the mean direction of the von Mises–Fisher distribution. The test statistics are obtained from the exponent of the saddlepoint approximation… Click to show full abstract

This article provides P values for two new tests on the mean direction of the von Mises–Fisher distribution. The test statistics are obtained from the exponent of the saddlepoint approximation to the density of M-estimators, as suggested by Robinson et al. (Ann Stat 31:1154–1169, 2003). These test statistics are chi-square distributed with asymptotically small relative errors. Despite the high dimensionality of the problem, the proposed P values are accurate and simple to compute. The numerical precision of the P values of the new tests is illustrated by some simulation studies.

Keywords: mises fisher; von mises; direction von; fisher distribution; tests mean; mean direction

Journal Title: Metrika
Year Published: 2017

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