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Query: faculty: "FMG" and publication year: "1999"

AuthorsM.E.J. Raijmakers, P.C.M. Molenaar
TitleA biologically plausible maturation of an ART network.
Book/source titleFoundations and Tools for Neural Modeling, Proceedings
Year1999
Pages730-736
FacultyFaculty of Social and Behavioural Sciences
Institute/dept.FMG: Psychology Research Institute
KeywordsShunting Neural Network; Numerical Bifurcation Analysis
AbstractWe present a numerical bifurcation analysis of a shunting neural network (SNN). Fold bifurcations appear to occur in the plane of parameters that nle subject to post-natal maturation: the range and strength of lateral connections. The SNN is implemented as a content addressable memory (CAM) in Exact ART, a complete implementation of Adaptive Resonance Theory. The stability and functionality of Exact ART with the CAM in different dynamic regimes is maintained. Moreover, through a bifurcation, the learning behavior of Exact ART changes from forming local representations to forming distributed representations, Presently, we extend Exact ART by adding biologically plausible evolution equations for activation dependent maturation of lateral connections in a SNN (Van Ooyen ct al., 1995). The resulting model is an epigenetic model of both morphological development and cognitive behavioral development.
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