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 |
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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. |
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ISSN: | 0361-0918 1532-4141 |
DOI: | 10.1080/03610917808812075 |