Litcius/Paper detail

Semantic Communication With Conceptual Spaces

Dylan Wheeler, Erin E. Tripp, Balasubramaniam Natarajan

2022IEEE Communications Letters17 citationsDOI

Abstract

Despite the fact that Shannon and Weaver’s Mathematical Theory of Communication was published over 70 years ago, all communication systems continue to operate at the first of three levels defined in this theory: the technical level. In this letter, we argue that a transition to the semantic level embodies a natural, important step in the evolution of communication technologies. Furthermore, we propose a novel approach to engineering semantic communication using conceptual spaces and functional compression. We introduce a model of semantic communication utilizing this approach, and simulate communication of image semantics demonstrating a 99.79% reduction in rate.

Topics & Concepts

Computer scienceSemantics (computer science)Semantic compressionCommunication theoryCommunications systemTheoretical computer scienceReduction (mathematics)Semantic computingArtificial intelligenceSemantic technologySemantic WebTelecommunicationsProgramming languageMathematicsStatisticsGeometryDNA and Biological ComputingFractal and DNA sequence analysisLanguage and cultural evolution