Knowledge management technologies and applications - literature review from 1995 to 2002

Abstract This paper surveys knowledge management (KM) development using a literature review and classification of articles from 1995 to 2002 with keyword index in order to explore how KM technologies and applications have developed in this period. Based on the scope of 234 articles of knowledge management applications, this paper surveys and classifies KM technologies using the seven categories as: KM framework, knowledge-based systems, data mining, information and communication technology, artificial intelligence/expert systems, database technology, and modeling, together with their applications for different research and problem domains. Some discussion is presented, indicating future development for knowledge management technologies and applications as the followings: (1) KM technologies tend to develop towards expert orientation, and KM applications development is a problem-oriented domain. (2) Different social studies methodologies, such as statistical method, are suggested to implement in KM as another kind of technology. (3) Integration of qualitative and quantitative methods, and integration of KM technologies studies may broaden our horizon on this subject. (4) The ability to continually change and obtain new understanding is the power of KM technologies and will be the application of future works.

[1]  Lakshmi S. Iyer,et al.  Knowledge warehouse: an architectural integration of knowledge management, decision support, artificial intelligence and data warehousing , 2002, Decis. Support Syst..

[2]  B. Rubenstein-Montano,et al.  A systems thinking framework for knowledge management , 2001, Decis. Support Syst..

[3]  Gregory M. Rose,et al.  Information technology and organizational learning: a review and assessment of research , 2000 .

[4]  L. Delesie,et al.  Operations research and knowledge discovery: a data mining method applied to health care management , 2000 .

[5]  Ikujiro Nonaka,et al.  From information processing to knowledge creation: A Paradigm shift in business management , 1996 .

[6]  Mohd Hishamuddin Harun Integrating e-Learning into the workplace , 2001, Internet High. Educ..

[7]  Jieh Hsiang,et al.  An architecture and category knowledge for intelligent information retrieval agents , 2000, Decis. Support Syst..

[8]  Shu-Hsien Liao,et al.  Problem solving and knowledge inertia , 2002, Expert Syst. Appl..

[9]  Ralph O. Buchal,et al.  Cognitive factors in distributed design , 2002, Comput. Ind..

[10]  R. Calantone,et al.  Learning orientation, firm innovation capability, and firm performance , 2002 .

[11]  N. Arumugam,et al.  Expert system applications in irrigation management: an overview , 1997 .

[12]  J. Liebowitz,et al.  Does measuring knowledge make “cents”? , 1999 .

[13]  Michael J. Shaw,et al.  Dynamic rule refinement in knowledge-based data mining systems , 2001, Decis. Support Syst..

[14]  H. M. Rauscher,et al.  AppBuilder for DSSTools: an application development environment for developing decision support systems in Prolog. , 2000 .

[15]  Sang-Chan Park,et al.  Hybrid machine learning system for integrated yield management in semiconductor manufacturing , 1998 .

[16]  Hennie A. M. Daniels,et al.  Methodological and practical aspects of data mining , 2000, Inf. Manag..

[17]  Wolfgang Müller,et al.  Applying decision tree methodology for rules extraction under cognitive constraints , 2002, Eur. J. Oper. Res..

[18]  Izak Benbasat,et al.  The Use and Effects of Knowledge-Based System Explanations: Theoretical Foundations and a Framework for Empirical Evaluation , 1996, Inf. Syst. Res..

[19]  Stephen A.W. Drew,et al.  Building Knowledge Management into Strategy: Making Sense of a New Perspective , 1999 .

[20]  George Q. Huang,et al.  Synchronized system for “Design for X” guidelines over the WWW , 2000 .

[21]  Eric W. Stein,et al.  failsafe: supporting product quality with knowledge-based systems , 1999 .

[22]  Francis Fleurat-Lessard,et al.  Qualitative reasoning and integrated management of the quality of stored grain: a promising new approach , 2002 .

[23]  Rodolfo Alfredo Bertone,et al.  Modern database management VI Edition. Jeffrey A. Hoffer, Mary B. Prescott, Fred R. McFadden Prentice Hall, Upper Saddle River, NJ, 2002 , 2003 .

[24]  Khaled Shaalan,et al.  KROL: a knowledge representation object language on top of Prolog , 1998 .

[25]  R. de Hoog,et al.  The monetary value of knowledge assets: a micro approach , 2000 .

[26]  Gertjan van Heijst,et al.  Corporate memories as a tool for knowledge management , 1997 .

[27]  Padraig Cunningham,et al.  Knowledge engineering issues in developing a case-based reasoning application , 1999, Knowl. Based Syst..

[28]  Yeongho Kim,et al.  Web-based knowledge management for sharing product data in virtual enterprises , 2002 .

[29]  David A. Bell,et al.  A Data Mining methodology for cross-sales , 1998, Knowl. Based Syst..

[30]  K W Wirtz Strategies for transforming fine scale knowledge to management usability. , 2001, Marine pollution bulletin.

[31]  Rosina O. Weber,et al.  Intelligent lessons learned systems , 2001, Expert Syst. Appl..

[32]  S. C. Hui,et al.  Data mining for customer service support , 2000, Inf. Manag..

[33]  Jon-Arild Johannessen,et al.  Aspects of innovation theory based on knowledge-management , 1999 .

[34]  Noel P. Greis,et al.  Knowledge management across multi-tier enterprises: the promise of intelligent software in the auto industry , 1999 .

[35]  John Barrett,et al.  The virtual construction site: a web-based teaching/learning environment in construction technology , 2000 .

[36]  Ettore Bolisani,et al.  Information technology management: a knowledge-based perspective , 1999 .

[37]  Paul H. J. Hendriks,et al.  Knowledge-based systems and knowledge management: Friends or foes? , 1999, Inf. Manag..

[38]  Jesualdo Tomás Fernández-Breis,et al.  A cooperative tool for facilitating knowledge management , 2000 .

[39]  Karl Wiig,et al.  Knowledge management : the central management focus for intelligent-acting organizations , 1994 .

[40]  David A. Bell,et al.  EDM: A General Framework for Data Mining Based on Evidence Theory , 1996, Data Knowl. Eng..

[41]  S. Cauvín Dynamic application of action plans in the alexip knowledge-based system , 1996 .

[42]  Maris G. Martinsons Human resource management applications of knowledge-based systems , 1997 .

[43]  Shu-Hsien Liao,et al.  A knowledge-based architecture for implementing military geographical intelligence system on Intranet , 2001, Expert Syst. Appl..

[44]  R. Mccown Locating agricultural decision support systems in the troubled past and socio-technical complexity of 'models for management' , 2002 .

[45]  Alexander Sokolov,et al.  SwingStations: a Web-based client tool for the Baltic environmental database , 1999 .

[46]  Hsinchun Chen,et al.  COPLINK Center: Information and Knowledge Management for Law Enforcement , 2004, DG.O.

[47]  Peter C. Lockemann,et al.  Distributed Events in Active Database Systems: Letting the Genie out of the Bottle , 1998, Data Knowl. Eng..

[48]  Chuntian Cheng,et al.  Knowledge management system on flow and water quality modeling , 2002, Expert Syst. Appl..

[49]  Amrit Tiwana,et al.  Supporting Collaborative Process Knowledge Management in New Product Development Teams , 1999, Decis. Support Syst..

[50]  Syed Sibte Raza Abidi,et al.  Knowledge management in healthcare: towards 'knowledge-driven' decision-support services , 2001, Int. J. Medical Informatics.

[51]  Veda C. Storey,et al.  Using Object Concepts to Match Artificial Intelligence Techniques to Problem Types , 1998, Inf. Manag..

[52]  E. Carayannis Fostering synergies between information technology and managerial and organizational cognition: the role of knowledge management , 1999 .

[53]  Bert van Wegen,et al.  Understanding and valuing knowledge assets: Overview and method , 1997 .

[54]  Ning Zhong,et al.  System for managing and refining structural characteristics discovered from databases , 1996, Knowl. Based Syst..

[55]  Man Leung Wong,et al.  A flexible knowledge discovery system using genetic programming and logic grammars , 2001, Decis. Support Syst..

[56]  Morten Hertzum,et al.  The importance of trust in software engineers' assessment and choice of information sources , 2002, Inf. Organ..

[57]  Peter Tyndale A taxonomy of knowledge management software tools: origins and applications , 2002 .

[58]  Jay Liebowitz,et al.  Knowledge management and its link to artificial intelligence , 2001, Expert Syst. Appl..

[59]  Sang Chan Park,et al.  Customer's time-variant purchase behavior and corresponding marketing strategies: an online retailer's case , 2002 .

[60]  Nathan Bennett,et al.  Cohesiveness and Organizational Citizenship Behavior: A Multilevel Analysis Using Work Groups and Individuals , 1997 .

[61]  K. Wiig Knowledge management: Where did it come from and where will it go? , 1997 .

[62]  Fritz H. Grupe,et al.  Using domain knowledge to guide database knowledge discovery , 1996 .

[63]  Robert de Hoog,et al.  Supporting knowledge management: A selection of methods and techniques , 1997 .

[64]  Jian Ma,et al.  A hybrid knowledge and model system for R&D project selection , 2002, Expert Syst. Appl..

[65]  Fred R. McFadden,et al.  Modern database management (4th ed.) , 1994 .

[66]  Alex Alves Freitas,et al.  Interfacing knowledge discovery algorithms to large database management systems , 1999, Inf. Softw. Technol..

[67]  Sally I. McClean,et al.  A data mining approach to the prediction of corporate failure , 2001, Knowl. Based Syst..

[68]  David McSherry,et al.  Knowledge discovery by inspection , 1997, Decis. Support Syst..

[69]  M. Sforna,et al.  Data mining in a power company customer database , 2000 .

[70]  Guus Schreiber,et al.  Methods and techniques for knowledge management: What has knowledge engineering to offer? , 1997 .

[71]  Vijayan Sugumaran,et al.  Ontologies for conceptual modeling: their creation, use, and management , 2002, Data Knowl. Eng..

[72]  Brian Knight,et al.  Temporal management using relative time in knowledge-based process control , 1997 .

[73]  Glen Mullineux,et al.  A framework for the requirements of capturing, storing and reusing information and knowledge in engineering design , 2002, Int. J. Inf. Manag..

[74]  Vasant Dhar,et al.  Data Mining in Finance: Using Counterfactuals to Generate Knowledge from Organizational Information Systems , 1998, Inf. Syst..

[75]  Heikki Topi,et al.  Modern Database Management , 1999 .

[76]  Rakesh Agrawal,et al.  Continuous querying in database-centric Web applications , 2000, Comput. Networks.

[77]  Chao-Min Chiu Towards integrating hypermedia and information systems on the web , 2003, Inf. Manag..

[78]  Michael W. Berry,et al.  Mining consumer product data via latent semantic indexing , 1999, Intell. Data Anal..

[79]  Cecil Eng Huang Chua,et al.  An intelligent middleware for linear correlation discovery , 2002, Decis. Support Syst..

[80]  Mario Cannataro,et al.  Distributed data mining on the grid , 2002, Future Gener. Comput. Syst..

[81]  Matthew Hinton,et al.  Towards a pattern language for information-centred business change , 2002, Int. J. Inf. Manag..

[82]  Dongkon Lee,et al.  An approach to case-based system for conceptual ship design assistant , 1999 .

[83]  Brendan Kitts,et al.  Intellectual capital: from intangible assets to fitness landscapes , 2001, Expert Syst. Appl..

[84]  T. Ross,et al.  Predictive microbiology: providing a knowledge-based framework for change management. , 2002, International journal of food microbiology.

[85]  G. Walsham Knowledge Management:: The Benefits and Limitations of Computer Systems , 2001 .

[86]  Samir Elloumi,et al.  An Incrementa Learning System for Imprecise and Uncertain Knowledge Discovery , 1998, Inf. Sci..

[87]  Zhengxin Chen,et al.  Query Construction for User-Guided Knowledge Discovery in Databases , 1998, Inf. Sci..

[88]  Shu-hsien Liao,et al.  Case-based decision support system: Architecture for simulating military command and control , 2000, Eur. J. Oper. Res..

[89]  Ning Liang,et al.  ASSG—an expert system for sandy grasslands in North China1The research was supported by the National Natural Science Foundation of China and the State Commission of Science and Technology of China.1 , 1999 .

[90]  M D Doyle,et al.  The visible embryo project: embedded program objects for knowledge access, creation and management through the World Wide Web. , 1996, Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society.

[91]  Ning Zhong,et al.  A Hierarchical Model Learning Approach for Refining and Managing Concept Clusters Discovered from Databases , 1996, Data Knowl. Eng..

[92]  C. P. Goodman,et al.  The Tacit Dimension , 2003 .

[93]  Alan Harrison,et al.  A database architecture for reusable CommonKADS agent specification components , 2002, Knowl. Based Syst..

[94]  Hashem Al-Tabtabai A framework for developing an expert analysis and forecasting system for construction projects , 1998 .

[95]  Michael J. Shaw,et al.  Knowledge management and data mining for marketing , 2001, Decis. Support Syst..