Pd. Valz et al., CUMULANT GENERATING FUNCTION AND TAIL PROBABILITY APPROXIMATIONS FOR KENDALLS SCORE WITH TIED RANKINGS, Annals of statistics, 23(1), 1995, pp. 144-160
Robillard's approach to obtaining an expression for the cumulant gener
ating function of the null distribution of Kendall's S-statistic, when
one ranking is tied, is extended to the general case where both ranki
ngs are tied. An expression is obtained for the cumulant generating fu
nction and it is used to provide a direct proof of the asymptotic norm
ality of the standardized score, S/root Var(S), when both rankings are
tied. The third cumulant of S is derived and an expression for exact
evaluation of the fourth cumulant is given. Significance testing in th
e general case of tied rankings via a Pearson type I curve and an Edge
worth approximation to the null distribution of S is investigated and
compared with results obtained under the standard normal approximation
as well as the exact distribution obtained by enumeration.