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2011 | OriginalPaper | Buchkapitel

20. Intelligent Knowledge Management

verfasst von : Yong Shi, Yingjie Tian, Gang Kou, Yi Peng, Jianping Li

Erschienen in: Optimization Based Data Mining: Theory and Applications

Verlag: Springer London

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Abstract

In deriving knowledge by technical means, data mining becomes popular for the process of extracting knowledge, which is previously unknown to humans, but potentially useful from a large amount of incomplete, noisy, fuzzy and random data. Knowledge discovered from algorithms of data mining from large-scale databases has great novelty, which is often beyond the experience of experts. Its unique irreplaceability and complementarity has brought new opportunities for decision-making. Access to knowledge through data mining has been of great concern for business applications, such as business intelligence. However, from the perspective of knowledge management, knowledge discovery by data mining from large-scale databases face several challenging problems, therefore we call the knowledge or hidden patterns discovered from data mining the “rough knowledge”. Such knowledge has to be examined at a “second order” in order to derive the knowledge accepted by users or organizations. In this chapter, we defined the new knowledge “intelligent knowledge”, proposed the framework of the management process of intelligent knowledge (intelligent knowledge management, IKM), and other theoretical results.

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Literatur
17.
Zurück zum Zitat Berger, P.L., Luckman, T.: The Social Construction of Reality. Doubleday, Garden City (1966) Berger, P.L., Luckman, T.: The Social Construction of Reality. Doubleday, Garden City (1966)
28.
Zurück zum Zitat Brezillion, P., Pomerol, J.: Contextual knowledge sharing and cooperation in intelligent assistant systems. Le Travail Humain 62(3), 223–246 (1999) Brezillion, P., Pomerol, J.: Contextual knowledge sharing and cooperation in intelligent assistant systems. Le Travail Humain 62(3), 223–246 (1999)
56.
Zurück zum Zitat Despres, C., Chauvel, D.: A thematic analysis of the thinking in knowledge management. In: Despres, C., Chauvel, D. (eds.) The Present and the Promise of Knowledge Management, pp. 55–86. Butterworth–Heinemann, Boston (2000) Despres, C., Chauvel, D.: A thematic analysis of the thinking in knowledge management. In: Despres, C., Chauvel, D. (eds.) The Present and the Promise of Knowledge Management, pp. 55–86. Butterworth–Heinemann, Boston (2000)
59.
Zurück zum Zitat Dictionary of Military and Associated Terms. US Department of Defence (2005) Dictionary of Military and Associated Terms. US Department of Defence (2005)
60.
Zurück zum Zitat Dieng, R., Corby, O., Giboin, A., Ribière, M.: Methods and tools for corporate knowledge management. Int. J. Hum.-Comput. Stud. 51(3), 567–598 (1999) CrossRef Dieng, R., Corby, O., Giboin, A., Ribière, M.: Methods and tools for corporate knowledge management. Int. J. Hum.-Comput. Stud. 51(3), 567–598 (1999) CrossRef
72.
Zurück zum Zitat Feigenbaum, E.A.: The art of artificial of intelligence: themes and case studies of knowledge engineering. In: Fifth International Joint Conference on Artificial Intelligence, Cambridge, MA, pp. 1014–1029 (1977) Feigenbaum, E.A.: The art of artificial of intelligence: themes and case studies of knowledge engineering. In: Fifth International Joint Conference on Artificial Intelligence, Cambridge, MA, pp. 1014–1029 (1977)
90.
Zurück zum Zitat Goldkuhl, G., Braf, E.: Contextual knowledge analysis-understanding knowledge and its relations to action and communication. In: Proceedings of 2nd European Conference on Knowledge Management, IEDC-Bled School of Management, Slovenia (2001) Goldkuhl, G., Braf, E.: Contextual knowledge analysis-understanding knowledge and its relations to action and communication. In: Proceedings of 2nd European Conference on Knowledge Management, IEDC-Bled School of Management, Slovenia (2001)
102.
Zurück zum Zitat Han, J., Kamber, M.: Data Mining: Concepts and Techniques. Morgan Kaufmann, San Mateo (2006) Han, J., Kamber, M.: Data Mining: Concepts and Techniques. Morgan Kaufmann, San Mateo (2006)
146.
Zurück zum Zitat Mcgarry, K.: A survey of interestingness measures for knowledge discovery. Knowl. Eng. Rev. 20(1), 39–61 (2005) CrossRef Mcgarry, K.: A survey of interestingness measures for knowledge discovery. Knowl. Eng. Rev. 20(1), 39–61 (2005) CrossRef
156.
Zurück zum Zitat Nonaka, I., Toyama, R., Konno, N.: SECI, Ba and Leadership: a unifying model of dynamic knowledge creation. In: Teece, D.J., Nonaka, I. (eds.) New Perspectives on Knowledge-Based Firm and Organization. Oxford University Press, New York (2000) Nonaka, I., Toyama, R., Konno, N.: SECI, Ba and Leadership: a unifying model of dynamic knowledge creation. In: Teece, D.J., Nonaka, I. (eds.) New Perspectives on Knowledge-Based Firm and Organization. Oxford University Press, New York (2000)
158.
Zurück zum Zitat Olson, D.L., Shi, Y.: Introduction to Business Data Mining. McGraw-Hill/Irwin, Englewood Cliffs (2007) Olson, D.L., Shi, Y.: Introduction to Business Data Mining. McGraw-Hill/Irwin, Englewood Cliffs (2007)
159.
Zurück zum Zitat Pan, X.W.: Research on some key knowledge of knowledge management integrating context. Graduate University of Zhejiang University 9, 23–28 (2005) Pan, X.W.: Research on some key knowledge of knowledge management integrating context. Graduate University of Zhejiang University 9, 23–28 (2005)
163.
Zurück zum Zitat Peng, Y., Kou, G., Shi, Y., Chen, Z.: A descriptive framework for the field of data mining and knowledge discovery. Int. J. Inf. Technol. Decis. Mak. 7(4), 639–682 (2008) CrossRef Peng, Y., Kou, G., Shi, Y., Chen, Z.: A descriptive framework for the field of data mining and knowledge discovery. Int. J. Inf. Technol. Decis. Mak. 7(4), 639–682 (2008) CrossRef
170.
Zurück zum Zitat Ramamohanarao, K.: Contrast pattern mining and application. In: IEEE Data Mining Forum (2008) Ramamohanarao, K.: Contrast pattern mining and application. In: IEEE Data Mining Forum (2008)
178.
Zurück zum Zitat Shi, Y.: Human-casting: a fundamental method to overcome user information overload. Information 3(1), 127–143 (2000) Shi, Y.: Human-casting: a fundamental method to overcome user information overload. Information 3(1), 127–143 (2000)
181.
Zurück zum Zitat Shi, Y., Li, X.S.: Knowledge management platforms and intelligent knowledge beyond data mining. In: Shi, Y., et al. (eds.) Advances in Multiple Criteria Decision Making and Human Systems Management: Knowledge and Wisdom, pp. 272–288. IOS Press, Amsterdam (2007) Shi, Y., Li, X.S.: Knowledge management platforms and intelligent knowledge beyond data mining. In: Shi, Y., et al. (eds.) Advances in Multiple Criteria Decision Making and Human Systems Management: Knowledge and Wisdom, pp. 272–288. IOS Press, Amsterdam (2007)
195.
Zurück zum Zitat The American Heritage Dictionary of the English Language. Houghton Mifflin Company (2003) The American Heritage Dictionary of the English Language. Houghton Mifflin Company (2003)
211.
Zurück zum Zitat Wang, Z.T.: Knowledge System Engineering. Science Press, Beijing (2004) Wang, Z.T.: Knowledge System Engineering. Science Press, Beijing (2004)
213.
Zurück zum Zitat Webb, G.: Finding the real pattern. In: IEEE Data Mining Forum (2008) Webb, G.: Finding the real pattern. In: IEEE Data Mining Forum (2008)
219.
Zurück zum Zitat Wiig, K.M.: Knowledge management: where did it come from and where it go? Expert Syst. Appl., 13(1), 1–14 (1997) CrossRef Wiig, K.M.: Knowledge management: where did it come from and where it go? Expert Syst. Appl., 13(1), 1–14 (1997) CrossRef
220.
222.
Zurück zum Zitat Wong, Andrew K.C.: Association pattern analysis for pattern pruning, pattern clustering and summarization. In: IEEE Data Mining Forum (2008) Wong, Andrew K.C.: Association pattern analysis for pattern pruning, pattern clustering and summarization. In: IEEE Data Mining Forum (2008)
234.
Zurück zum Zitat Zeleny, M.: Knowledge of enterprise: knowledge management technology? Int. J. Inf. Technol. Decis. Mak. 1(2), 181–207 (2002) MathSciNetCrossRef Zeleny, M.: Knowledge of enterprise: knowledge management technology? Int. J. Inf. Technol. Decis. Mak. 1(2), 181–207 (2002) MathSciNetCrossRef
235.
Zurück zum Zitat Zeleny, M.: Human Systems Management: Integrating Knowledge, Management and Systems. World Scientific, Singapore (2007) Zeleny, M.: Human Systems Management: Integrating Knowledge, Management and Systems. World Scientific, Singapore (2007)
239.
Zurück zum Zitat Zhang, L.L., Li, J., Shi, Y.: Study on improving efficiency of knowledge sharing in knowledge-intensive organization. In: WINE 2005, pp. 816–825 (2005) Zhang, L.L., Li, J., Shi, Y.: Study on improving efficiency of knowledge sharing in knowledge-intensive organization. In: WINE 2005, pp. 816–825 (2005)
240.
Zurück zum Zitat Zhang, L.L., Li, J., Zheng, X., Li, X., Shi, Y.: Study on a process-oriented knowledge management model. Int. J. Knowl. Syst. Sci. 5(1), 37–44 (2008) Zhang, L.L., Li, J., Zheng, X., Li, X., Shi, Y.: Study on a process-oriented knowledge management model. Int. J. Knowl. Syst. Sci. 5(1), 37–44 (2008)
251.
Zurück zum Zitat Zhong, Y.X.: On the laws of information-knowledge-intelligence transforms. J. Beijing Univ. Posts Telecommun. 30(1), 1–8 (2007) Zhong, Y.X.: On the laws of information-knowledge-intelligence transforms. J. Beijing Univ. Posts Telecommun. 30(1), 1–8 (2007)
Metadaten
Titel
Intelligent Knowledge Management
verfasst von
Yong Shi
Yingjie Tian
Gang Kou
Yi Peng
Jianping Li
Copyright-Jahr
2011
Verlag
Springer London
DOI
https://doi.org/10.1007/978-0-85729-504-0_20