• DocumentCode
    1994316
  • Title

    A description logic based QSTR framework for recognizing motion patterns from spatio-temporal data

  • Author

    Talukdar, Upasana ; Barua, Rupam ; Hazarika, Shyamanta M.

  • Author_Institution
    Biomimetic & Cognitive Robot. Lab., Tezpur Univ., Tezpur, India
  • fYear
    2015
  • fDate
    9-11 July 2015
  • Firstpage
    38
  • Lastpage
    43
  • Abstract
    Learning patterns from spatio-temporal data streams is an important problem within Artificial Intelligence. Knowledge is important for recognition of patterns. Representation of large and diverse knowledge requires formal basis. Description Logics (DLs) constitute a family of knowledge representation formalism which provide object-oriented representation with formal semantics. Qualitative spatial and temporal reasoning (QSTR) encompass efforts devoted to providing useful and well-grounded models to be used as high level qualitative descriptions of spatio-temporal change. In this paper we combine DL with QSTR and put forward a formal, explicit knowledge representation formalism for representation of motion patterns. Reasoning services of the DL system is used for recognizing motion patterns from spatio-temporal data.
  • Keywords
    data mining; description logic; knowledge representation; learning (artificial intelligence); spatial reasoning; temporal reasoning; DL; artificial intelligence; description logic-based QSTR framework; formal semantics; formal-explicit knowledge representation formalism; high-level qualitative descriptions; motion pattern recognition; motion pattern representation; object-oriented representation; pattern learning; qualitative spatial-and-temporal reasoning; reasoning services; spatio-temporal change; spatio-temporal data streams; Bismuth; Cognition; Knowledge based systems; Pattern recognition; Semantics; Description Logic; Motion Patterns; Qualitative Spatio-temporal Reasoning; Spatio-temporal;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Recent Trends in Information Systems (ReTIS), 2015 IEEE 2nd International Conference on
  • Conference_Location
    Kolkata
  • Type

    conf

  • DOI
    10.1109/ReTIS.2015.7232849
  • Filename
    7232849