• DocumentCode
    1041185
  • Title

    Distributed and reactive query planning in R-MAGIC: an agent-based multimedia retrieval system

  • Author

    Ghosh, Hiranmay ; Chaudhury, Santanu

  • Author_Institution
    Tata Infotech Res. Group, IIT campus, New Delhi, India
  • Volume
    16
  • Issue
    9
  • fYear
    2004
  • Firstpage
    1082
  • Lastpage
    1095
  • Abstract
    We present the planning scheme for a cooperative agent-based multimedia retrieval architecture that integrates a heterogeneous set of repositories into a coherent information system. The agents in the system collaborate in context of a conceptual query to formulate unique retrieval strategies for the different collections. The retrieval plan makes need-based use of independent content analysis tools available on the network. The retrieval strategies for the repositories so formulated satisfy the specified constraints on quality of results and the response time requirements. The retrieval plan is reactively updated based on the retrieval performance at the individual repositories. We present some experimental results to show the effectiveness of the planning scheme for repositories with different characteristics and the scalability of the architecture. We present a prototype implementation of this architecture that integrates a set of dissimilar collections of multimedia data on Indian cultural heritage. A comparison of the retrieval results with some existing Internet search tools proves the effectiveness of the architecture.
  • Keywords
    Internet; content-based retrieval; data warehouses; distributed databases; multi-agent systems; multimedia databases; planning (artificial intelligence); Internet search tools; R-MAGIC architecture; agent-based multimedia retrieval system; coherent information system; content analysis tools; distributed query planning; distributed retrieval; multimedia data; multimedia retrieval; reactive query planning; Collaboration; Content based retrieval; Cultural differences; Delay; Information retrieval; Information systems; Internet; Multimedia systems; Prototypes; Scalability; 65; Index Terms- Reactive planning; agent-based systems.; distributed planning; distributed retrieval; multimedia retrieval;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2004.40
  • Filename
    1316836