In two clinical samples, alcohol consumption, other drug use, and toba
cco use were measured at approximately 6 months following admission of
individuals into treatment. Using only the alcohol consumption variab
les, cluster analyses with several different solutions consistently id
entified abstinent, moderate, and unremitted groups. With the addition
of tobacco and other drug use, analyses identified a largely abstinen
t group, a drug use group that did not drink, a heavy drinking group t
hat did not use other drugs, and a group using both alcohol and other
drugs, indicating the need for broad definitions of relapse. All solut
ions distinguished clusters of tobacco users and nonusers in remission
from alcohol and other drug use, and tobacco users and nonusers tende
d to be differentiated among those continuing to drink or use other dr
ugs, suggesting that the presence or absence of tobacco use marks diff
erent outcome groups. Generally speaking, clustering methods using com
plete and average linkage as agglomeration measures with cosine simila
rity as a proximity measure produced the most consistent clusters and
the most clinically interpretable results. (C) 1998 Elsevier Science L
td.