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Information Systems Frontiers
Erschienen in: Information Systems Frontiers 1/2017

13.10.2015

New knowledge in strategic management through visually mining semantic networks

verfasst von: Gürdal Ertek, Gül Tokdemir, Mete Sevinç, Murat Mustafa Tunç

Erschienen in: Information Systems Frontiers | Ausgabe 1/2017

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Abstract

Today’s highly competitive business world requires that managers be able to make fast and accurate strategic decisions, as well as learn to adapt to new strategic challenges. This necessity calls for a deep experience and a dynamic understanding of strategic management. The trait of dynamic understanding is mainly the skill of generating additional knowledge and innovative solutions under the new environmental conditions. Building on the concepts of information processing, this paper aims to support managers in constructing new strategic management knowledge, through representing and mining existing knowledge through graph visualization. To this end, a three-stage framework is proposed and described. The framework can enable managers to develop a deeper understanding of the strategic management domain, and expand on existing knowledge through visual analysis. The model further supports a case study that involves unstructured knowledge of profit patterns and the related strategies to succeed using these patterns. The applicability of the framework is shown in the case study, where the unstructured knowledge in a strategic management book is first represented as a semantic network, and then visually mined for revealing new knowledge.
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Fußnoten
1
The reader is referred to Shin et al. (2001) for the illustration of and references to the KM supply chain.
 
Literatur
Ahn, J. W., & Brusilovsky, P. (2013). Adaptive visualization for exploratory information retrieval. Information Processing & Management, 49(5), 1139--1164.
Ahokas, T. (2008). Information visualization in a business decision support system. Master’s thesis:University Of Helsinki.
Alpaydin, E. (2009). Introduction to Machine Learning. Cambridge:MIT Press.
Amabile, T. M. (1998). How to kill creativity. Harvard Business Review, 76(5), 76–87.
Battista, G. D., Eades, P., Tamassia, R., & Tollis, I. G. (1998). Graph drawing: algorithms for the visualization of graphs. Pearson.
Baum, J. R., & Wally, S. (2003). Strategic decision speed and firm performance. Strategic Management Journal, 24, 1107–1129.CrossRef
Boas, P. R. V., Rodrigues, F. A., Travieso, G., & da Fontoura Costa, L. (2008). Chain motifs: the tails and handles of complex networks. Physical Review E, 77(2), 026106.CrossRef
Brachman, R. J., & Levesque, H. J. (2004). Knowledge Representation and Reasoning. San Fransisco:Morgan Kaufmann.
Browne, M. (1994). The evolution of strategic management thought: Background paper. In Strategic Management Educators’ Conference. Centre in Strategic Management QUT: Australian.
Buzan, T. (1995). The mind map book. London:BBC Books.
Callahan, S., (2002). Crafting a Knowledge Strategy. actKM Conference, Canberra.
Card, K. S., Mackinlay, J. D., & Shneiderman, B. (1999). Readings in Information Visualization: Using Vision to Think. San Francisco:Morgan Kaufmann.
Carroll, P. B., & Mui, C. (2008). Billion Dollar Lessons: What You Can Learn from the Most Inexcusable Business Failures of the Last 25 Years. New York:Portfolio Trade.
Cavdur, F., & Kumara, S. (2014). Network mining: applications to business data. Information Systems Frontiers, 16, 473--490.
Chambers, J., Cleveland, W. S., Kleiner, B., & Tukey, P. A. (1983). Graphical Methods for Data Analysis. Chapman and Hall/CRC.
Chein, M., & Mugnier, M. L. (2009). Graph-based Knowledge Representation: Computational Foundations of Conceptual Graphs. New York:Springer.
Chen, C. (1999). Visualising semantic spaces and author co-citation networks in digital libraries. Information Processing and Management, 35(3), 401–420.CrossRef
Christensen, C., & Albert, R. (2007). Using graph concepts to understand the organization of complex systems. International Journal of Bifurcation and Chaos, 17(7), 2201–2214.CrossRef
Clark, M., Kim, Y., Kruschwitz, U., Song, D., Albakour, D., Dignum, S., & De Roeck, A. (2012). Automatically structuring domain knowledge from text: an overview of current research. Information Processing and Management, 48(3), 552–568.CrossRef
Cole, R. E., (1998). Introduction: special issue on knowledge and the firm. California Management Review, (45:3), Spring, 15–21.
Cristea, A. D., Berdie, A. D., Osaci, M., & Chirtoc, D. (2011). The advantages of using mind map for learning web dynpro. Computer Applications in Engineering Education, 19(1), 201--207.
Davies, W. (2000). Understanding strategy. Strategy & Leadership, 28(5), 273--278.
Delest, M., Leblanc, B., Marshall, M.S., & Melancon, G. (2001). Graph visualization and navigation as an interface to data exploration. Veille Strategique Scientifique & Technologique, VSST’2001, 2(279).
Dorogovtsev, S. N., Goltsev, A. V., & Mendes, J. F. F. (2008). Critical phenomena in complex networks. Reviews of Modern Physics, 80(4), 1275.CrossRef
Drucker, P. (1993). Post capitalist society. New York:Harper Business.
Drucker, P. (1999). Management challenges for the 21st century. New York:Harper Business.
Dwyer, T., Lee, B., Fisher, D., Quinn, K. I., Isenberg, P., Robertson, G., & North, C. (2009). A comparison of user-generated and automatic graph layouts. Visualization Computer Graphics, IEEE Transactions on, 15(6), 961–968.CrossRef
Elbanna, S., & Child, J. (2007). Influences on strategic decision effectiveness: development and test of an integrative model. Strategic Management Journal, 28, 431–453.CrossRef
Eppler, M. J., & Burkhard, R. (2005). Knowledge visualization. In D. Schwartz (Ed.), Encyclopedia of knowledge management (pp. 551–560). New York: Idea Press.
Eppler, M.J., & Platts, K.W., (2009). Visual strategizing: the systematic use of visualization in the strategic-planning process. Long Range Planning, 42, 42–74.
Gary, M. S., & Wood, R. E. (2011). Mental models, decision rules, and performance heterogeneity. Strategic Management Journal, 32, 569–594.CrossRef
Gavetti, G. (2011). The new psychology of strategic leadership. Harvard Business Review, 89(7–8), 118–125.
Gavrilova, T. (2007). Ontological engineering for practical knowledge work. In B. Apolloni et al. (Eds.), Knowledge-based intelligent information and engineering systems (pp. 1154–1161). Springer-Verlag.
Giarratano, J. C., & Riley, G. D. (1998). Expert Systems: Principles and Programming. Course Technology.
Goddard, C., (2011). Semantic analysis: a practical introduction. Oxford University Press, USA, 2nd edition.
Grant, R. M. (1996). Prospering in dynamically competitive environments: Organizational capability as knowledge integration. Organization Science, 7(4), 375–387.CrossRef
Grinstein, A. (2008). The effect of market orientation and its components on innovation consequences: a meta-analysis. Journal of the Academy of Marketing Science, 36(2), 166–173.CrossRef
Hamel, G. (2002). Leading the revolution. New York:Plume.
Han, J., & Kamber, M. (2006). Data mining: concepts and techniques. Morgan Kaufmann.
Herman, I., Melancon, G., & Marshall, M. S. (2000). Graph visualization and navigation in information visualization: a survey. IEEE Transactions on Visualization and Computer Graphics, 6(1), 24–43.CrossRef
Hoffman, P. E., & Grinstein, G. G. (2002). A survey of visualizations for high dimensional data mining. In U. M. Fayyad, G. G. Grinstein, & A. Wierse (Eds.), Information visualization in data mining and knowledge discovery (pp. 47–82). San Francisco: Morgan Kaufmann.
Hu, D., Sun, S. X., Zhao, J. L., & Zhao, X. (2011). Strategic choices of inter-organizational information systems: a network perspective. Information Systems Frontiers, 13(5), 681–692.CrossRef
Im, S., & Workman, J. (2004). Market orientation, creativity, and new product performance in high-technology firms. Journal of Marketing, 68, 114–132.CrossRef
Irdesel, I. (2008). Strategy advisor: An expert system for strategic management consulting. In M.Sc. Thesis. Istanbul: Sabanci University.
Janjua, N. K., Hussain, F. K., & Hussain, O. K. (2013). Semantic information and knowledge integration through argumentative reasoning to support intelligent decision making. Information Systems Frontiers, 15, 167–192.CrossRef
Jones, E., Stanton, N. A., & Harrison, D. (2001). Applying structured methods to eco-innovation, an evaluation of the product ideas tree diagram. Design Studies, 22, 519–542.CrossRef
Kamsu-Foguem, B., Tchuenté-Foguem, G., & Foguem, C. (2012). Using conceptual graphs for clinical guidelines representation and knowledge visualization. Information Systems Frontiers, 16(4), 571--589.
Keim, D. A. (2002). Information visualization and visual data mining. IEEE Transactions on Visualization and Computer Graphics, 8(1), 1–8.CrossRef
Kim, G., & Suh, Y. (2011). Semantic business process space for intelligent management of sales order business processes. Information Systems Frontiers, 13, 515–542.CrossRef
Kobourov, S. G. (2013). Force-directed drawing algorithms. In R. Tamassia (Ed.), Handbook of graph drawing and visualization. CRC Press.
Koshman, S. (2006). Visualization-based information retrieval on the web. Library and Information Science Research, 28(2), 192–207.CrossRef
Kotler, P. (2014). Kotler on Marketing: how to create, win and dominate markets. New York:Free Press.
Krogh, G. V., Nonaka, I., & Aben, M. (2001). Making the most of your company’s knowledge: a strategic framework. Long Range Planning, 34, 421–439.CrossRef
Larkin, J. H., & Simon, H. A. (1987). Why a diagram is (sometimes) worth ten thousand words. Cognitive Science, 11(1), 65–99.CrossRef
Leaderer, A. L., & Sethi, V. (1996). Key prescriptions for strategic information systems planning. Journal of Management Information Systems, 13(1), 35–62.
Lee, K. C., & Lee, S. (2011). Interpreting the web-mining results by cognitive map and association rule approach. Information Processing and Management, 47(4), 482–490.CrossRef
Lengler, R., & Eppler, M. (2007). Towards a periodic table of visualization methods for management. In Proceedings of the Conference on Graphics and Visualization in Engineering (GVE). Florida, United States: IASTED.
López-Cuadrado, J. L., Colomo-Palacios, R., González-Carrasco, I., García-Crespo, Á., & Ruiz-Mezcua, B. (2012). SABUMO: towards a collaborative and semantic framework for knowledge sharing. Expert Systems with Applications, 39, 8671–8680.CrossRef
Maimon, O. Z., & Rokach, L. (2005). Data mining and knowledge discovery handbook. New York:Springer-Verlag.CrossRef
Markides, C. C. (1999). A dynamic view of strategy. Sloan Management Review, 40(3), 55–63.
Mintzberg, H., Lampel, J.B., Quinn, J.B., Ghoshal, S. (2002). The strategy process: concepts, context, cases. NJ: Prentice Hall.
Navarro, J., Hayward, P., & Voros, J. (2008). How to solve a wicked problem? Furniture foresight case study. Foresight, 10(2), 11–29.CrossRef
Newman, M. E. J. (2006). Modularity and community structure in networks. Proceedings of the National Academy of Sciences, 103(23), 8577–8582.CrossRef
Newman, N. (2010). Networks: An Introduction. Oxford University Press.
Noh, J. B., Lee, K. C., Kim, J. K., Lee, J. K., & Kim, S. H. (2000). A case-based reasoning approach to cognitive map-driven tacit knowledge management. Expert Systems with Applications, 19, 249–259.CrossRef
Nonaka, I. (1991). The Knowledge-Creating Company. Harvard Business Review, 69(6), 96–104.
Nonaka, I., & Takeuchi, H. (1995). The knowledge-creating company: How Japanese companies create the dynamics of innovation? New York:Oxford University Press.
Nonaka, I., Toyama, R., & Konno, N. (2000). SECI, Ba and leadership: a unified model of dynamic knowledge creation. Long Range Planning, 33, 5–34.CrossRef
Nonaka, I., Krogh, G. V., & Voelpel, S. (2006). Organizational knowledge creation theory: evolutionary paths and future advances. Organization Studies, 27(8), 1179–1208.CrossRef
Ohmae, K. (1991). The mind of the strategist: The art of Japanese business. New York:McGraw-Hill Education.
Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: generalizing degree and shortest paths. Social Networks, 32, 245.CrossRef
Osei-Bryson, K. M., & Ngwenyama, O. (2008). Decision models for information systems management. Information Systems Frontiers, 10, 277–279.CrossRef
Pemberton, J. D., & Stonehouse, G. H. (2000). Organisational learning and knowledge assets – an essential partnership. The Learning Organization: an International Journal, 7(4), 184–194.CrossRef
Pike, S., Roos, G., & Marr, B. (2005). Strategic management of intangible assets and value drivers in R&D organizations. R&D Management, 35(2), 111–124.
Platts, K., & Tan, K. H. (2004). Strategy visualization: knowing, understanding, and formulating. Management Decision, 42(5), 667–676.CrossRef
Porter, M. E. (1998). Competitive strategy: techniques for analyzing industries and competitors: with a new introduction. New York:Free Press.
Purchase, H. C. (2000). Effective information visualisation: a study of graph drawing aesthetics and algorithms. Interacting with Computers, 13(2), 147–162.CrossRef
Quigley, A. J. (2001). Large scale relational information visualization, clustering, and abstraction. Ph.D. Thesis, University of Newcastle, p26.
Robbins, S., Bergman, R., Stagg, I., & Coulter, M. (2012). Management. Pearson Education.
Rorissa, A., & Yuan, X. (2012). Visualizing and mapping the intellectual structure of information retrieval. Information Processing and Management, 48(1), 120–135.CrossRef
Rubenstein-Montano, B., Liebowitz, J., Buchwalter, J., McCaw, D., Newman, B., Rebeck, K., & Team, T. K. M. M., (2001). A systems thinking framework for knowledge management. Decision Support Systems, 31(1), 5–16.CrossRef
Salojarvi, S., Furu, P., & Sveiby, K. E. (2005). Knowledge management and growth in Finnish SMEs. Journal of Knowledge Management, 9(2), 103–122.
Schneiderman, B., & Plaisant, C. (2009). Designing the User Interface. Boston:Addison-Wesley.
Sethi, R., Smith, D. C., & Park, C. (2001). Cross-functional product development teams, creativity, and the innovativeness of new consumer products. Journal of Marketing Research, 38, 73–85.CrossRef
Shin, M., Holden, T., & Schmidt, R. A. (2001). From knowledge theory to management practice: towards an integrated approach. Information Processing and Management, 37(2), 335–355.CrossRef
Shneiderman, B. (1996). The eyes have it: a task by data type taxonomy for information visualizations. In IEEE Symposium on Visual Languages, 336–343
Slywotzky, A. J., Morrison, D. J., Moser, T., Mundt, K. A., & Quella, J. A. (1999). Profit patterns: 30 ways to anticipate and profit from strategic forces reshaping your business. Crown Business.
Sowa, J.F. (1987). Semantic Networks. In Stuart C Shapiro. Encyclopedia of Artificial Intelligence.
Spence, R. (2001). Information visualization. Essex:ACM Press.
Spender, J. (1994). Organizational knowledge, collective practice and Penrose rents. International Business Review, 3(4), 353–367.CrossRef
Spender, J. (1996). Making knowledge the basis of a dynamic theory of the firm. Strategic Management Journal, 17, 45–62.
Strogatz, S. H. (2001). Exploring complex networks. Nature, 410(6825), 268–276.CrossRef
Szirmay-Kalos, L. (1994). Dynamic layout algorithm to display general graphs. In P. Heckbert (Ed.), Graphics gems IV (pp. 505–517). Boston: Academic Press.CrossRef
Thorbjørnsson, S., Mouritsen, J., Bukh, P.N., Johansen, M.R., (2004). Intellectual capital and new public management. McMaster World Congress, 14–16 January 2004, Hamilton, Ontario, Canada
Van Assen, M., Van den Berg, G., & Pietersm, P. (2015). Key management models: the 75+ models every manager needs to know. London:FT Press..
Van Atteveldt, W. (2008). Semantic network analysis: techniques for extracting, representing and querying media content. Charleston:BookSurge Publishing.
Vessey, I. (1991). Cognitive fit: a theory-based analysis of the graphs versus tables literature. Decision Sciences, 22, 219–240.
Vismara, L., Di Battista, G., Garg, A., Liotta, G., Tamassia, R., & Vargiu, F. (2000). Experimental studies on graph drawing algorithms. Software Practice Experience, 30(11), 1235–1284.CrossRef
Wackerly, D., Mendenhall, M., & Scheaffer, R. L. (2008). Mathematical Statistics with Applications. Stamford:Thomson Brooks/Cole.
Wertheimer, M. (1959). Productive thinking. New York:HarperCollins.
Whyte, J., Ewenstein, B., Hales, M., & Tidd, J. (2008). Visualizing knowledge in project-based work. Long Range Planning, 41, 74–92.
Zack, N. H. (2002). Developing a knowledge strategy: Epilog. In C. W. Choo, & N. Bontis (Eds.), The strategic management of intellectual capital and organizational knowledge. Oxford: Oxford University Press.
Zhang, J. (1997). The nature of external representation in problem solving. Cognitive Science, 21(2), 179–217.CrossRef
Zhang, J., & Zhao, Y. (2013). A user term visualization analysis based on a social question and answer log. Information Processing and Management, 49(5), 1019–1048.CrossRef
Metadaten
Titel
New knowledge in strategic management through visually mining semantic networks
verfasst von
Gürdal Ertek
Gül Tokdemir
Mete Sevinç
Murat Mustafa Tunç
Publikationsdatum
13.10.2015
Verlag
Springer US
Erschienen in
Information Systems Frontiers / Ausgabe 1/2017
Print ISSN: 1387-3326
Elektronische ISSN: 1572-9419
DOI
https://doi.org/10.1007/s10796-015-9591-0

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