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Conceptual Representations for Computational Concept Creation

delete2019-02-25
delete11
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OA
AI
P
Ping Xiao *
H
Hannu Toivonen
O
Oskar Gross
A
Amílcar Cardoso
J
João Correia
P
Penousal Machado
P
Pedro Martins
H
Hugo Gonçalo Oliveira
R
Rahul Sharma
A
Alexandre Miguel Pinto
A
Alberto Díaz
V
Virginia Francisco
P
Pablo Gervás
R
Raquel Hervás
C
Carlos León
J
Jamie Forth
M
Matthew Purver
G
Geraínt A. Wiggins
D
Dragana Miljković
V
Vid Podpečan
S
Senja Pollak
J
Jan Kralj
M
Martin Žnidaršič
M
Marko Bohanec
N
Nada Lavrač
T
Tanja Urbančič
F
Frank van der Velde
S
Stuart Battersby
DOI:10.1145/3186729delete
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Abstract

Abstract

En 中文
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.
Keywords:
Computational creativity
concept creation
concept
conceptual representation
procedural representation
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ACM Computing Surveys cover
ACM Computing Surveys
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Jozef Stefan Institute
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