Title
Semantic Enrichment in Knowledge Repositories: Anotating Semantic Relationships Between Discussion Documents
Abstract
Among various knowledge management initiatives, the creation of knowledge repositories has emerged as a prevalent approach in current knowledge management practices. In order to transfer tacit knowledge from individuals to a knowledge repository, organizations usually deploy community-based discussion forums. Typically, discussions among participants are organized into reply-replied structures, and reply semantic relationships among these discussion ;documents exist either explicitly or implicitly Such relationships, once discovered or annotated in the knowledge repository, can facilitate subsequent knowledge navigation by providing a novel and more semantic mechanism and can support other organizational knowledge management activities (e.g., construction of expert networks). In this study, we propose a preliminary taxonomy of reply semantic relationships for discussion documents organized in reply-replied structures and develop a Semantic Enrichment between Knowledge-sharing documents (SEEK) technique that automatically annotates semantic relationships between reply pairs of documents. Specifically, we propose and evaluate six different feature models that combine keyword features, part-of-speech statistic features, and/or text statistic features.
Year
DOI
Venue
2006
10.4018/jdm.2006010104
JOURNAL OF DATABASE MANAGEMENT
Keywords
Field
DocType
discussion forum,genre classification,knowledge management,knowledge repository,knowledge sharing,reply semantic relationship,semantic enrichment,text categorization
Data mining,Knowledge integration,Knowledge sharing,Domain knowledge,Information retrieval,Personal knowledge management,Computer science,Mathematical knowledge management,Knowledge-based systems,Tacit knowledge,Semantic computing
Journal
Volume
Issue
ISSN
17
1
1063-8016
Citations 
PageRank 
References 
6
0.45
0
Authors
3
Name
Order
Citations
PageRank
Chih-ping Wei174374.20
Tsang-Hsiang Cheng214112.02
Yi-chung Pai360.45