Generalizing Prototype Theory: A Formal Quantum Framework
This provides a novel theoretical framework for cognitive science and linguistics to model complex conceptual phenomena that traditional probabilistic approaches cannot handle.
The authors tackled the problem that existing theories of natural language and concepts fail to model flexibility, creativity, and context-dependence, by showing how a formal quantum approach can extend prototype theory to capture phenomena like graded membership and conceptual combinations.
Theories of natural language and concepts have been unable to model the flexibility, creativity, context-dependence, and emergence, exhibited by words, concepts and their combinations. The mathematical formalism of quantum theory has instead been successful in capturing these phenomena such as graded membership, situational meaning, composition of categories, and also more complex decision making situations, which cannot be modeled in traditional probabilistic approaches. We show how a formal quantum approach to concepts and their combinations can provide a powerful extension of prototype theory. We explain how prototypes can interfere in conceptual combinations as a consequence of their contextual interactions, and provide an illustration of this using an intuitive wave-like diagram. This quantum-conceptual approach gives new life to original prototype theory, without however making it a privileged concept theory, as we explain at the end of our paper.