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
Link To Document :
بازگشت