Conceptual Representations for Computational Concept Creation

Computational creativity seeks to understand computational mechanisms that can be characterized as creative. The creation of new concepts is a central challenge for any creative system. In this article, we outline different approaches to computational concept creation and then review conceptual repr...

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Detalles Bibliográficos
Autores: Xiao, Ping, León Aznar, Carlos, Díaz Esteban, Alberto, Francisco Gilmartín, Virginia, Gervás Gómez-Navarro, Pablo, Hervás Ballesteros, Raquel, Battersby, Stuart
Tipo de recurso: artículo
Fecha de publicación:2019
País:España
Institución:Universidad Complutense de Madrid (UCM)
Repositorio:Docta Complutense
Idioma:inglés
OAI Identifier:oai:docta.ucm.es:20.500.14352/92404
Acceso en línea:https://hdl.handle.net/20.500.14352/92404
Access Level:acceso abierto
Palabra clave:Inteligencia artificial (Informática)
1203.04 Inteligencia Artificial
Descripción
Sumario:Computational creativity seeks to understand computational mechanisms that can be characterized as creative. The creation of new concepts is a central challenge for any creative system. In this article, we outline different approaches to computational concept creation and then review conceptual representations relevant to concept creation, and therefore to computational creativity. The conceptual representations are organized in accordance with two important perspectives on the distinctions between them. One distinction is between symbolic, spatial and connectionist representations. The other is between descriptive and procedural representations. Additionally, conceptual representations used in particular creative domains, such as language, music, image and emotion, are reviewed separately. For every representation reviewed, we cover the inference it affords, the computational means of building it, and its application in concept creation.