• 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