Hhs. Lu et al., INFERENCE FOR SHIFT FUNCTIONS IN THE 2-SAMPLE PROBLEM WITH RIGHT-CENSORED DATA - WITH APPLICATIONS, Journal of the American Statistical Association, 89(427), 1994, pp. 1017-1026
For two distribution functions, F and G, the shift function is defined
by Delta(t) = G(-1) . F(t) - t. The shift function is the distance fr
om the 45 degrees line and the quantity plotted in Q-Q plots. In the a
nalysis of lifetime data, Delta represents the difference between two
treatments. The shift function can also be used to find crossing point
s of two distribution functions. The large-sample distribution theory
for estimates of Delta is studied for right-censored data. It turns ou
t that the asymptotic covariance function depends on the unknown distr
ibution functions F and G; hence simultaneous confidence bands cannot
be directly constructed. A construction of simultaneous confidence ban
ds for Delta is developed via the bootstrap. Construction and applicat
ion of such bands are explored for the Q-Q plot.