B. Rubio et al., A critical evaluation of the use of cluster analysis to identify contaminated sediments in the Ria De Vigo (NW Spain), CIENC MAR, 27(2), 2001, pp. 175-208
The indiscriminate use of cluster analysis to distinguish contaminated and
non-contaminated sediments has led us to make a comparative evaluation of d
ifferent cluster analysis procedures as applied to heavy metal concentratio
ns in subtidal sediments from the Ria de Vigo, NW Spain. The use of differe
nt cluster algorithms and other transformations from the same departing set
of data lead to the formation of different clusters with a clear inconclus
ive result about the contamination status of the sediments. The results sho
w that: this approach is better suited to identifying groups of samples dif
fering in sedimentological characteristics, such as grain size, rather than
in the degree of contamination. Our main aim is to call attention to these
aspects in cluster analysis and to suggest that researchers should be rigo
rous with this kind of analysis. Finally, the use of discriminant analysis
allows us to find a discriminant Function that separates the samples into t
wo clearly differentiated groups, which should not be treated jointly.