Similarity and categorization are usually formulated as operations ove
r a set of available features at time t of conceptual development. In
this paper, we discuss possible constraints on the development of the
feature space such as the history of categorization, perceptual biases
in the selection and the construction of features, and the role of hi
gher-level knowledge and beliefs. The history of categorization is def
ined as the feature vocabulary and the set of concepts people have acq
uired as a result of representing and categorizing objects. Perceptual
and developmental biases refer to the salience of specific aspects of
the stimuli which influence the selection and the construction of fea
tures at different stages of development. The constraining role of gen
eral knowledge on the selection and the creation of features is also d
iscussed. It is argued that theories may need the constraints they are
supposed to provide. We conclude by discussing issues related to the
interactions of perceptions and conceptions in developing feature spac
es for higher-level cognition.