Rg. Fovell et Myc. Fovell, CLIMATE ZONES OF THE CONTERMINOUS UNITED-STATES DEFINED USING CLUSTER-ANALYSIS, Journal of climate, 6(11), 1993, pp. 2103-2135
A regionalization of the conterminous United States is accomplished us
ing hierarchical cluster analysis on temperature and precipitation dat
a. The ''best'' combination of clustering method and data preprocessin
g strategy yields a set of candidate clustering levels, from which the
14-, 25-, and 8-cluster solutions are chosen. Collectively, these are
termed the ''reference clusterings.'' At the 14-cluster level, the bu
lk of the nation is partitioned into four principal climate zones: the
Southeast, East Central, Northeastern Tier, and Interior West cluster
s. Many small clusters are concentrated in the Pacific Northwest. The
25-cluster solution can be used to identify the subzones within the 14
clusters. At that more detailed level, many of the areally more exten
sive clusters are partitioned into smaller, more internally cohesive s
ubgroups. The ''best'' clustering approach is the one that minimizes t
he influences of three forms of bias-methodological, latent, and infor
mation-for the dataset at hand. Sources of, and remedies for, these bi
ases are discussed. Sensitivity tests indicate that some of the cluste
rs in the reference clusterings lack robustness, especially those in t
he Northeast quadrant of the United States. Some of the tests involve
small and large alterations to the data preprocessing strategy. The ma
jor shortcomings of the analysis procedure are that the clusters are u
nnaturally constrained to be nonoverlapping and also that potentially
important data from points outside of the political boundaries of the
conterminous United States and over water are not included. Also, othe
r variables that could be important or useful in characterizing climat
e type could be added to, or used in place of, the temperature and pre
cipitation variables used hemin. Further work on data preprocessing te
chniques is also required. Remedies for these and other shortcomings a
re proposed.