SENSITIVITY OF MEMBERSHIPS TO ATTRIBUTE VARIATION AROUND SELECTED CENTROIDS AND INTERGRADES IN THE CONTINUOUS AUSTRALIAN GREAT SOIL GROUPS CLASSIFICATION-SYSTEM
Sa. Mazaheri et al., SENSITIVITY OF MEMBERSHIPS TO ATTRIBUTE VARIATION AROUND SELECTED CENTROIDS AND INTERGRADES IN THE CONTINUOUS AUSTRALIAN GREAT SOIL GROUPS CLASSIFICATION-SYSTEM, Geoderma, 77(2-4), 1997, pp. 155-168
This paper deals with the sensitivity of classification, i.e. the exte
nt to which the modification of soil properties influences the degree
of membership in a fuzzy or continuous soil classification system. The
sensitivity around the centroids of four Australian Great Soil Groups
(GSG), black earth, red-brown earth, krasnozem and euchrozem was dete
rmined for the 21 attributes that define the classes. In addition, pH,
clay % and subsoil colour hue of two groups, krasnozem and euchrozem,
were investigated. Each centroid has a particular sensitivity, almost
completely different from the others and some attributes are crucial
for identification of some soil classes. Although the classes were def
ined by points in hyperspace they actually have a volume or hard core
around the centroid where the membership is unity. In practical terms,
membership sensitivity around centroids can be used for determining t
he crucial attribute(s) for allocation to a given soil class and also
for assessing the effect of missing data on soil identification and cl
assification. Finally, our viewpoints switch from ideal or typical pro
file to exemplar representation by using the sensitivity analysis.