A useful decomposition of the resultant length for samples from von Mises-Fisher distributions

Let x 1 , x 2 , ... be a sequence of independent random vectorsfrom the p-variate von Mises-Fisher distribution with zero meandirection and concentration parameter K, and let R m resultant length of x 1 , ..., x m . In the decomposition , the two components are approximately independently distribute...

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Veröffentlicht in:Communications in statistics. Simulation and computation 1978-01, Vol.7 (3), p.257-267
Hauptverfasser: Fisher, N. I., Willcox, M. E.
Format: Artikel
Sprache:eng
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Zusammenfassung:Let x 1 , x 2 , ... be a sequence of independent random vectorsfrom the p-variate von Mises-Fisher distribution with zero meandirection and concentration parameter K, and let R m resultant length of x 1 , ..., x m . In the decomposition , the two components are approximately independently distributed as x 2 -variates with respectivedegrees of freedom (p−1)(n−t−1) and (p−l)t, provided that k is of moderate size and that t is moderately small relative to n. Hence, is approximately distributed as an F-variate with degrees of freedom (p−l)t and (p−1)(n−t−1). Simulation studies for the cases p=2 and p=3, with t=l, suggest that this last approximation may be reasonable for k as low as 2.5, and n=5,6,... . Some recommendations for larger values of t are made, and an application to the theory of outliers for samples from von Mises-Fisher distributions is mentioned.
ISSN:0361-0918
1532-4141
DOI:10.1080/03610917808812075