Title :
Content-based retrieval in peer-to-peer networks using cooperative caching
Author :
Bo Yang ; Mareboyana, M.
Author_Institution :
Dept. of Comput. Sci., Bowie State Univ., Bowie, MD, USA
Abstract :
Devising a uniform paradigm for the representation of multimedia data contents in distributed systems in the presence of heterogeneity, distribution, and semantic gap is a difficult task. When adding technological limitations to this mix, the problem becomes more complex. In this paper, we present a logic-based model for representing the semantics of complex multimedia data objects. The model employs first-order logic to describe the semantic contents of multimedia data, such as visual objects and color/texture features. The aim of this model is to provide general multimedia content representation that can be used in object-oriented information systems. The novelty of this framework comes from (1) its mathematical capability to represent semantic contents, (2) the hierarchical organization and classification of multimedia data objects according to their semantic contents, and (3) the ease of nearest-neighbor searching through synonym links. Finally, the simulation results are presented and analyzed based on various performance metrics.
Keywords :
cache storage; content-based retrieval; groupware; information systems; multimedia systems; object-oriented methods; pattern classification; peer-to-peer computing; color feature; complex multimedia data object; content-based retrieval; cooperative caching; distributed system; first-order logic; hierarchical organization; logic-based model; multimedia content representation; multimedia data content; multimedia data object classification; nearest-neighbor searching; object-oriented information system; peer-to-peer network; semantic content; semantic gap; texture feature; visual object; Bandwidth; Image color analysis; Peer to peer computing; Semantics; collaborative computing; logic-based representation; multimedia retrieval;
Conference_Titel :
Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), 2011 7th International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4673-0683-6
Electronic_ISBN :
978-1-936968-32-9