论文信息 - Finding Meaningful Pattern of Key Words in IIE Transactions Using Text Mining

Finding Meaningful Pattern of Key Words in IIE Transactions Using Text Mining

Su Gon Cho․Seoung Bum Kim School of Industrial Management Engineering, Korea UniversityIdentification of meaningful patterns and trends in large volumes of text data is an important task in various research areas. In the present study we crawled the keywords from the abstracts in IIE Transactions, one of the representative journals in the field of Industrial Engineering from 1969 to 2011. We applied low-dimensional embedding method, clustering analysis, association rule, and social network analysis to find meaningful associative patterns of key words frequently appeared in the paper.

Seoung Bum Kim | Su Gon Cho | S. Kim | S. Cho

[1] Sanjukta Bhowmick,et al. Fast Community Detection for Dynamic Complex Networks , 2011, CompleNet.

[2] John A. Hartigan,et al. Clustering Algorithms , 1975 .

[3] M. Newman,et al. Finding community structure in very large networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[4] H. Hotelling. Analysis of a complex of statistical variables into principal components. , 1933 .

[5] Daniel T. Larose,et al. Discovering Knowledge in Data: An Introduction to Data Mining , 2005 .

[6] S T Roweis,et al. Nonlinear dimensionality reduction by locally linear embedding. , 2000, Science.

[7] Peng Zhang,et al. Nonlinear Dimensionality Reduction by Locally Linear Inlaying , 2009, IEEE Transactions on Neural Networks.

[8] Soumen Chakrabarti,et al. Mining the web - discovering knowledge from hypertext data , 2002 .

[9] Yu-Shan Chen,et al. Utilizing patent analysis to explore the cooperative competition relationship of the two LED companies: Nichia and Osram , 2011 .

[10] R. Hanneman. Introduction to Social Network Methods , 2001 .

[11] Sungjoo Lee,et al. Using Patent Information for Designing New Product and Technology: Keyword Based Technology Roadmapping , 2008 .

[12] Anthony F. Breitzman,et al. The many applications of patent analysis , 2002, J. Inf. Sci..

[13] Bing Liu,et al. Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data , 2006, Data-Centric Systems and Applications.