Several multiple comparison procedures (MCPs) were compared for their rates
of Type I error and for their ability to detect true pairwise differences
among means when independence of observations assumption were not satisfied
. Monte Carlo results showed that, if independence is not met, none of the
procedures maintain controlled alpha at the chosen nominal level, neither u
sing error rate per comparison or the error rate experimentwise. However, o
nce the dependence of the data was corrected the Type I error rate was main
tained at the same level as when the correlation was zero in all the proced
ures, except for the Fisher's (1935) least significant difference procedure
(LSD) and Hayter's (1986) two-stage modified LSD procedure (FH). At the sa
me time, conform the correlation increased by a small amount the power rate
s also, specially, when the power was examined using per-pair power.