Conceptual Spaces with Weighted Prototypes: An Application to Categorization
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چکیده
This thesis introduces a new integrated formalization of the conceptual spaces framework proposed by Gärdenfors. We extend the notion of conceptual space generated by a set of prototypes by adding a weight vector to each prototype. This will allow us to represent non-uniformly scaled concepts and, as a special case, partial concepts. We also present a novel Weighted Prototypes-Based Categorization Algorithm (WPCA), which is designed to serve as a basis of cognitive apparatus of agents that engage in language games.
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