DocumentCode :
1811281
Title :
Computational creativity for counterdeception in information fusion
Author :
Jandel, Magnus
Author_Institution :
Swedish Defence Res. Agency, Stockholm, Sweden
fYear :
2013
fDate :
9-12 July 2013
Firstpage :
38
Lastpage :
45
Abstract :
Setting out from a discussion on why information fusion systems are vulnerable to deception, we note that exposing deception requires creativity. The burgeoning field of computational creativity is briefly reviewed and we sketch a high-level architecture for enhancing information fusion systems with computational creativity agents for the purpose of increasing robustness against deception. A more in depth exposition of how computational creativity integrates with a situation assessment sub-system based on statistical relational learning is provided and we note similarities between the different modes of this configuration and common human creativity techniques. One of these techniques is studied in a detailed example and used for revealing a suitable technical format for the creative input. Furthermore, we study how creative inputs are generated based on conceptual blending analysis applied to a library of deception stratagems.
Keywords :
human computer interaction; information systems; learning (artificial intelligence); sensor fusion; software agents; computational creativity agents; conceptual blending analysis; counterdeception; creative inputs; deception stratagems; human creativity techniques; information fusion systems; situation assessment sub-system; statistical relational learning; Bayes methods; Cognition; Computer architecture; Force; Pattern recognition; Radar; Sensors; computational creativity; conceptual blending theory; deception; information fusion; statistical relational learning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion (FUSION), 2013 16th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-605-86311-1-3
Type :
conf
Filename :
6641313
Link To Document :
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