Data Mining and Its Applications for Knowledge Management: A Literature Review from 2007 to 2012

Data mining is one of the most important steps of the knowledge discovery in databases process and is considered as significant subfield in knowledge management. Research in data mining continues growing in business and in learning organization over coming decades. This review paper explores the applications of data mining techniques which have been developed to support knowledge management process. The journal articles indexed in ScienceDirect Database from 2007 to 2012 are analyzed and classified. The discussion on the findings is divided into 4 topics: (i) knowledge resource; (ii) knowledge types and/or knowledge datasets; (iii) data mining tasks; and (iv) data mining techniques and applications used in knowledge management. The article first briefly describes the definition of data mining and data mining functionality. Then the knowledge management rationale and major knowledge management tools integrated in knowledge management cycle are described. Finally, the applications of data mining techniques in the process of knowledge management are summarized and discussed.

[1]  Jin Dawei,et al.  The Application of Date Mining in Knowledge Management , 2011, 2011 Fifth International Conference on Management of e-Commerce and e-Government.

[2]  Hector G. Ceballos,et al.  A multiagent knowledge and information network approach for managing research assets , 2010, Expert Syst. Appl..

[3]  Jean-Paul A. Barthès,et al.  Knowledge Management , 1994, Encyclopedia of Database Systems.

[4]  Duen-Ren Liu,et al.  Mining group-based knowledge flows for sharing task knowledge , 2011, Decis. Support Syst..

[5]  Shu-Hsien Liao,et al.  Knowledge management technologies and applications - literature review from 1995 to 2002 , 2003, Expert Syst. Appl..

[6]  Xingsen Li,et al.  Knowledge cultivating for intelligent decision making in small & middle businesses , 2010, ICCS.

[7]  Kimiz Dalkir,et al.  Knowledge Management in Theory and Practice , 2005 .

[8]  R LeeMaria,et al.  Revealing research themes and trends in knowledge management , 2012 .

[9]  Rudy L. Ruggles,et al.  Knowledge Management Tools , 1996 .

[10]  Shu-Hsien Liao,et al.  Mining customer knowledge for product line and brand extension in retailing , 2008, Expert Syst. Appl..

[11]  Fei Wang,et al.  Investigation on Technology Systems for Knowledge Management , 2008, 2008 4th International Conference on Wireless Communications, Networking and Mobile Computing.

[12]  Michael E. D. Koenig,et al.  Knowledge Management (KM) Processes in Organizations: Theoretical Foundations and Practice , 2011, Knowledge Management Processes in Organizations: Theoretical Foundations and Practice.

[13]  Shu-Mei Tseng,et al.  The effects of information technology on knowledge management systems , 2008, Expert Syst. Appl..

[14]  Hilary Cheng,et al.  An ontology-based business intelligence application in a financial knowledge management system , 2009, Expert Syst. Appl..

[15]  Alex Berson,et al.  Building Data Mining Applications for CRM , 1999 .

[16]  Jenny A. Harding,et al.  Textual data mining for industrial knowledge management and text classification: A business oriented approach , 2012, Expert Syst. Appl..

[17]  Dunja Mladenic,et al.  Data Mining and Decision Support , 2003 .

[18]  Florin Gorunescu,et al.  Data Mining - Concepts, Models and Techniques , 2011, Intelligent Systems Reference Library.

[19]  Claire McInerney,et al.  Knowledge management and the dynamic nature of knowledge , 2002, J. Assoc. Inf. Sci. Technol..

[20]  I-Chiu Chang,et al.  Investigation of the application of KMS for diseases classifications: A study in a Taiwanese hospital , 2008, Expert Syst. Appl..

[21]  Maria R. Lee,et al.  Revealing research themes and trends in knowledge management: From 1995 to 2010 , 2012, Knowl. Based Syst..

[22]  Xiaomi An,et al.  Notice of RetractionKnowledge management technologies and applications: A literature review , 2010, 2010 IEEE International Conference on Advanced Management Science(ICAMS 2010).

[23]  Wei-Wen Wu,et al.  Data mining for exploring hidden patterns between KM and its performance , 2010, Knowl. Based Syst..

[24]  Padhraic Smyth,et al.  From Data Mining to Knowledge Discovery in Databases , 1996, AI Mag..

[25]  Shouhong Wang,et al.  A knowledge management approach to data mining process for business intelligence , 2008, Ind. Manag. Data Syst..

[26]  Jian Pei,et al.  Data Mining: Concepts and Techniques, 3rd edition , 2006 .

[27]  Nada Lavrac,et al.  Data mining and visualization for decision support and modeling of public health-care resources , 2007, J. Biomed. Informatics.

[28]  Y. Li,et al.  A framework for early warning and proactive control systems in food supply chain networks , 2010, Comput. Ind..

[29]  Li Xiu,et al.  Application of data mining techniques in customer relationship management: A literature review and classification , 2009, Expert Syst. Appl..

[30]  Peter J. Sher,et al.  Information Technology as a Facilitator of Enhancing Dynamic Capability through Knowledge Management , 2020 .