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http://dx.doi.org/10.13088/jiis.2018.24.3.119

Keyword-based networked knowledge map expressing content relevance between knowledge  

Yoo, Keedong (Dept. of Business Administration, Dankook University)
Publication Information
Journal of Intelligence and Information Systems / v.24, no.3, 2018 , pp. 119-134 More about this Journal
Abstract
A knowledge map as the taxonomy used in a knowledge repository should be structured to support and supplement knowledge activities of users who sequentially inquire and select knowledge for problem solving. The conventional knowledge map with a hierarchical structure has the advantage of systematically sorting out types and status of the knowledge to be managed, however it is not only irrelevant to knowledge user's process of cognition and utilization, but also incapable of supporting user's activity of querying and extracting knowledge. This study suggests a methodology for constructing a networked knowledge map that can support and reinforce the referential navigation, searching and selecting related and chained knowledge in term of contents, between knowledge. Regarding a keyword as the semantic information between knowledge, this research's networked knowledge map can be constructed by aggregating each set of knowledge links in an automated manner. Since a keyword has the meaning of representing contents of a document, documents with common keywords have a similarity in content, and therefore the keyword-based document networks plays the role of a map expressing interactions between related knowledge. In order to examine the feasibility of the proposed methodology, 50 research papers were randomly selected, and an exemplified networked knowledge map between them with content relevance was implemented using common keywords.
Keywords
Knowledge map; Content relevance; Associated knowledge; Knowledge network; Keyword-based semantic link;
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Times Cited By KSCI : 2  (Citation Analysis)
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1 Tsui, E., W.M. Wang, C.F. Cheung, and A.S.M. Lau, "A concept-relationship acquisition and inference approach for hierarchical taxonomy construction from tags", Information Processing and Management, Vol.46, (2010), 44-57.   DOI
2 Wang, Y. and V. Chiew, "On the cognitive process of human problem solving", Cognitive Systems Research, Vol.11, (2010), 81-92.   DOI
3 Wang, Y., W. Dai, and Y. Yuan, "Website browsing aid: A navigation graph-based recommendation system", Decision Support Systems, Vol.45, No.3(2014), 387-400.   DOI
4 Xu, Z., X. Wei, X. Luo, Y. Liu, L. Mei, C. Hu, and L. Chen, "Knowle: A semantic link network based system for organizing large scale online news events", Future Generation Computer Systems, Vol.43-44, (2015), 40-50.   DOI
5 Yoo, K., "Ontology-based process-oriented knowledge map enabling referential navigation between knowledge", Journal of Intelligence and Information Systems, Vol.18, No.2(2012), 61-83.   DOI
6 Yoo, K., "Capture knowledge on the spot: toward the autonomous and pervasive service of context-rich knowledge", Automatika, Vol.54, No.4(2013), 401-414.   DOI
7 Yoo, K., E. Suh, and K. Kim, "Knowledge flow-based business process redesign: applying a knowledge map to redesign a business process", Journal of Knowledge Management, Vol.11, No.3(2007), 104-125.   DOI
8 Fionda, V., C. Gutierrez, and G. Pirro, "Building knowledge maps of Web graphs", Artificial Intelligence, Vol.239, (2016), 143-167.   DOI
9 Bayardo, R.J., Y. Ma,, and R. Srikant, "Scaling up all pairs similarity search", Proceedings of the 16th international conference on World Wide Web, (2007), 131-140.
10 Chua, A., and W. Lam, "Why KM projects fail: a multi-case analysis", Journal of Knowledge Management, Vol.9, No.3(2005), 6-17.   DOI
11 Han, J., N. Bertin, T. Hao, D.S. Goldberg, G.F. Berriz, L.V. Zhang, D. Dupuy, A.J.M. Walhout, M.E. Cuslck, F.P. Roth, and M. Vidal, "Evidence for dynamically organized modularity in the yeast protein-protein interaction network", Nature, Vol.430, No.6995(2004), 88-93.   DOI
12 Yoon, S.J. and M.Y. Kim, "A study on the intelligence information system's research identity using the keywords profiling and co-word analysis", Journal of Intelligence and Information Systems, Vol.22, No.4(2016), 139-155.   DOI
13 Zhu, H., F. Tian, K. Wu, N. Shah, Y. Chen, Y. Ni, X. Zhang, K-M. Chao, and Q. Zheng, "A multi-constraint learning path recommendation algorithm based on knowledge map", Knowledge-Based Systems, Vol.143, (2018), 102-114.   DOI
14 Zhuge, H. and J. Zhang, "Automatically constructing semantic link network on documents", Concurrency and Computation: Practice and Experience, Vol.23, (2011), 956-971.   DOI
15 Frantzi, K., S. Ananiadou, and H. Mima, "Automatic recognition of multi-word terms", International Journal of Digital Libraries, Vol.3, No.2(2000), 117-132.
16 Freeman, L.C., "A set of measures of centrality based on betweenness", Sociometry, Vol.40, No.1(1977), 35-41.   DOI
17 Hao, J., Y. Yan, L. Gong, G. Wang, and J. Lin, "Knowledge map-based method for domain knowledge browsing", Decision Support Systems, Vol.61, (2014), 106-114.   DOI
18 Kim, S., E. Suh, and H. Hwang, "Building the knowledge map: an industrial case study", Journal of Knowledge Management, Vol.7, No.2(2003), 34-45.   DOI
19 Lin, F. and J. Yu, "Visualized cognitive knowledge map integration for P2P networks", Decision Support Systems, Vol.46, No.4(2009), 774-785.   DOI
20 Lee, M. and H-J, Kim, "Construction of event networks from large news data using text mining techniques", Journal of Intelligence and Information Systems, Vol.24, No.1(2018), 183-203.   DOI
21 Mansingh, G., K. Osei-Bryson, and H. Reichgelt, "Building ontology-based knowledge maps to assist knowledge process outsourcing decisions", Knowledge Management Research & Practice, Vol.7, (2009), 37-51.   DOI
22 Rao, L., G. Mansingh, and K. Osei-Bryson, "Building ontology based knowledge maps to assist business process re-engineering", Decision Support Systems, Vol.52, No.3(2012), 577-589.   DOI
23 Rose, S., D. Engel, N. Cramer, and W. Cowley, "Automatic keyword extraction from individual documents", Text Mining: Applications and Theory, Wiley Online Library, (2010), 3-20.
24 Samsonovich, A.V., A. Kitsantas, E. O'Brien, and K.A. De Jong, "Cognitive processes in preparation for problem solving", Procedia Computer Science, Vol.71, (2015), 235-247.   DOI