S. Milne et al., DEVELOPMENT OF A MODEL OF USER ATTRIBUTES AND ITS IMPLEMENTATION WITHIN AN ADAPTIVE TUTORING SYSTEM, User modeling and user-adapted interaction, 6(4), 1996, pp. 303-335
Citations number
32
Categorie Soggetti
Controlo Theory & Cybernetics","Computer Science Cybernetics
User modelling within tutoring systems often concentrates on the repre
sentation of the learner's status with respect to the domain, paying l
ittle attention to the user's individual characteristics in terms of c
apabilities and preferences. A composite learner model, incorporating
both domain related data and information about personal attributes is
useful in determining not only which items should be presented, but ho
w the student may best be able to learn them. A model of users' indivi
dual characteristics has been developed using multivariate statistical
techniques as a means of generating user stereotypes from empirical d
ata. Each stereotype has an associated profile in terms of attributes
which are useful for the application in which the model is used. This
paper describes the development of the model of learner attributes and
its use within an adaptive tutoring system. The representation of the
domain related information was in this case a basic overlay model. Th
e results of experiments using the system with two classes of students
in two successive academic years are discussed. The possibilities for
application of the user model in other areas and the potential effect
s of combining an attribute learner model of this type with more sophi
sticated domain models are considered.