DocumentCode :
3266351
Title :
The operational semantics of Concept Algebra for cognitive computing and machine learning
Author :
Wang, Yingxu ; Tian, Yousheng ; Hu, Kendall
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Calgary, Calgary, AB, Canada
fYear :
2011
fDate :
18-20 Aug. 2011
Firstpage :
49
Lastpage :
58
Abstract :
Concept Algebra (CA) is a denotational mathematical structure for formal knowledge representation and manipulations in cognitive computing and machine learning. CA provides a rigorous and dynamic knowledge modeling and processing tool, which extends the informal, static, and application-specific ontological technologies. An operational semantics for the calculus of CA is formally elaborated using a set of computational processes in real-time process algebra (RTPA). A case study is presented on how machines and agents may mimic the key ability of human beings to autonomously manipulate knowledge using CA. This work demonstrates the expressive power and a wide range of applications of CA for both humans and machines in cognitive computing, semantic computing, machine learning, and computational intelligence.
Keywords :
algebra; cognitive systems; knowledge representation; learning (artificial intelligence); application-specific ontological technology; cognitive computing; computational intelligence; computational process; concept algebra; denotational mathematical structure; dynamic knowledge modeling; formal knowledge representation; machine learning; operational semantics; real-time process algebra; semantic computing; Computational modeling; Computer aided instruction; AI; Concept algebra; RTPA; autonomous concept manipulations; cognitive computing; cognitive informatics; computational intelligence; denotational semantics; formal knowledge manipulations; knowledge representation; machine learning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cognitive Informatics & Cognitive Computing (ICCI*CC ), 2011 10th IEEE International Conference on
Conference_Location :
Banff, AB
Print_ISBN :
978-1-4577-1695-9
Type :
conf
DOI :
10.1109/COGINF.2011.6016121
Filename :
6016121
Link To Document :
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