Title :
A Word Similarity Based Belief Network IR Model with Two Term Layers
Author :
Xu, Jimmy M. ; Tang, Wannida Sae ; Chen, Z.Y. ; Luo, Z.H.
Author_Institution :
Inst. of Syst. Eng., Tianjin Univ., Tianjin, China
Abstract :
The retrieval performance of an information system usually increases when it uses the relationships among the terms in a given document collection. To resolve the problem that Belief Network model does not use term relationships, this paper presents an extended model with two term layers by using word similarity among document index terms, and discusses the new model´s topology and information retrieval process. The experimental result shows that the extended model has better performance than the original one.
Keywords :
belief networks; information retrieval; information retrieval systems; topology; belief network; document collection; document index term; information retrieval; information system; topology; Bayesian methods; Frequency; Information retrieval; Information systems; Intelligent networks; Intelligent systems; Modeling; Network topology; Systems engineering and theory; Testing; belief network model; information retrieval; word similarity;
Conference_Titel :
Intelligent Systems, 2009. GCIS '09. WRI Global Congress on
Conference_Location :
Xiamen
Print_ISBN :
978-0-7695-3571-5
DOI :
10.1109/GCIS.2009.235