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Knowledge Management in Large Organizations

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Abstract

This chapter provides an overview of the knowledge management (KM) problems, and opportunities, faced by large organizations, and indeed also shared by some smaller organizations. The chapter shows how semantic technologies can make a contribution. It looks at the key application areas: finding and organizing information; sharing knowledge; supporting processes, in particular informal processes; information integration; extracting knowledge from unstructured information; and finally sharing and reusing knowledge across organizations. In each application area, the chapter describes some solutions, either currently available or being researched. This is done to provide examples of what is possible rather than to provide a comprehensive list. The chapter also describes some of the technologies which contribute to these solutions; for example, text mining for analyzing documents or text within documents; and natural language processing for analyzing language itself and, for example, identifying named entities. Most fundamentally, the use of ontologies as a form of knowledge representation underlies everything talked about in the chapter. Ontologies offer great expressive power; they provide enormous flexibility, with the ability to evolve dynamically unlike database schema; and they make possible machine reasoning. The chapter concludes by identifying the key trends and describing the key challenges to be faced in the development of more powerful tools to support knowledge work.

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References

  1. Drucker, P.: Knowledge-worker productivity: the biggest challenge. Calif. Manag. Rev. 41, 79–94 (1999)

    Article  Google Scholar 

  2. Ackoff, R.L.: From data to wisdom. J. Appl. Syst. Anal. 16, 3–9 (1989)

    Google Scholar 

  3. Chadran, A.: Economist Intelligence Unit: enterprise knowledge workers: understanding risks and opportunities. www.eiu.com/knowledgeworkers (2007). Accessed 29 Dec 2010

  4. Jansen, B.J., Spink, A., Saracevic, T.: Real life, real users, and real needs: a study and analysis of user queries on the web. Inf. Process. Manag. 36(2), 207–227 (2000)

    Article  Google Scholar 

  5. Davies, J., Kiryakov, A., Duke, A.: Semantic search. In: Goker, A., Davies, J. (eds.) Information Retrieval: Searching in the 21st Century. Wiley, London (2009)

    Google Scholar 

  6. Russell-Rose, T., Stevenson, M.: The role of natural language processing in information retrieval. In: Goker, A., Davies, J. (eds.) Information Retrieval: Searching in the 21st Century. Wiley, London (2009)

    Google Scholar 

  7. Dumais, S., Cutrell, E., Cadiz, J., Jancke, G., Sarin, R., Robbins, D.: Stuff I’ve seen: a system for personal information retrieval and re-use. In: Proceedings of 26th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2003), Toronto. ACM Press, New York (2003)

    Google Scholar 

  8. Kiryakov, A.: Ontologies for knowledge management. In: Davies, J., Studer, R., Warren, P. (eds.) Semantic Web Technologies: Trends and Research in Ontology-Based Systems. Wiley, Chichester (2006)

    Google Scholar 

  9. Jones, W.: Finders, keepers? The present and future perfect in support of personal information management. First Monday 9(3) (2004). http://131.193.153.231/www/issues/issue9_3/jones/index.html

  10. Jones, W.: Keeping Found Things Found. Morgan Kaufmann, San Francisco (2007)

    Google Scholar 

  11. Civan, A., Jones, W., Klasnja, P, Bruce, H.: Better to organise personal information by folders or by tags? The devil is in the details. In: Paper Presented at the 68th Annual Meeting of the American Society for Information Science and Technology (ASIS&T 2008). Columbus. http://www.asis.org/ (2008)

  12. Davenport, T.H.: Knowledge management case study; knowledge management at Ernst & Young. Information technology management white paper. http://www.itmweb.com/essay537.htm (1997). Accessed 29 Dec 2010

  13. Ezingeard, J., Leigh, S., Chandler-Wilde, R.: Knowledge management at Ernst & Young UK: getting value through knowledge flows. In: Proceedings of the 21st International Conference on Information Systems (ICIS 2000), Brisbane, pp. 807–822 (2000)

    Google Scholar 

  14. McComb, D.: Semantics in Business Systems: The Savvy Manager’s Guide, Chapter 12. Morgan Kaufmann, San Francisco (2004)

    Google Scholar 

  15. Pollock, J., Hodgson, R.: Adaptive Information: Improving Business Through Semantic Interoperability, Grid Computing, and Enterprise Integration. Wiley-Interscience, Hoboken (2004)

    Book  Google Scholar 

  16. Bernstein, P., Haas, L.: Information integration in the enterprise. Commun. ACM 51(9), 72–79 (2008)

    Article  Google Scholar 

  17. Halevy, A., Ashish, N., Bitton, D., Carey, M., Draper, D., Pollock, J., Rosenthal, A., Sikka, V.: Enterprise information integration: successes, challenges and controversies. In: Proceedings of the ACM SIGMOD 2005 International Conference on Management of Data, Baltimore, pp. 778–787. ACM Press, New York (2005)

    Google Scholar 

  18. World Wide Web Consortium Semantic web use cases and case studies. http://www.w3.org/2001/sw/sweo/public/UseCases/. Accessed 29 Dec 2010

  19. Doan, A., Noy, N., Halevy, A.: Introduction to the special issue on semantic integration. SIGMOD Rec. 33(4), 11–13 (2004)

    Article  Google Scholar 

  20. Noy, N.: Semantic integration: a survey of ontology-based approaches. SIGMOD Rec. 33(4), 65–70 (2004)

    Article  Google Scholar 

  21. Bernstein, P., Melnik, S., Petropoulos, M., Quix, C.: Industrial-strength schema matching. SIGMOD Rec. 33(4), 38–43 (2004)

    Article  Google Scholar 

  22. Bernstein, P., Melnik, S.: Model management 2.0: manipulating richer mappings. In: Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data (SIGMOD/PODS 2007), Beijing, pp. 1–12 (2007)

    Google Scholar 

  23. Moore, C. (vice president and research director Forrester Research): Information indepth, Oracle. http://www.oracle.com/newsletters/information-insight/content-management/feb-07/index.html (2007). Accessed 29 Dec 2010

  24. Murphy, B., Markham, R.: eDiscovery Bursts Onto the Scene. Forrester, Cambridge (2006)

    Google Scholar 

  25. AIIM: Electronic communication policies and procedures. A 2005 industry study prepared jointly by AIIM and Kahn Consulting Inc. http://www.aiim.org (2005). Accessed 29 Dec 2010

  26. Foxvog, D., Bussler, C.: Ontologizing EDI: first steps and initial experience. In: Proceedings of the International Workshop on Data Engineering Issues in E-Commerce (DEEC 2005), Tokyo, pp. 49–58. IEEE Computer Society, Los Alamitos (2005)

    Google Scholar 

  27. Abecker, A., van Elst, L.: Ontologies for knowledge management. In: Staab, S., Studer, R. (eds.) Handbook on Ontologies, Chapter 22, pp. 435–454. Springer, Dordrecht (2004)

    Google Scholar 

  28. Uschold, M., Gruninger, M.: Ontologies and semantics for seamless connectivity. SIGMOD Rec. 33(4), 58–64 (2004)

    Article  Google Scholar 

  29. Duke, A., Heizmann, J.: Semantically enhanced search and browse. In: Davies, J., Grobelnik, M., Mladenic, D. (eds.) Semantic Knowledge Management, pp. 85–102. Springer, Berlin (2009)

    Chapter  Google Scholar 

  30. Bontcheva, K., Davies, J., Duke, A., Glover, T., Kings, N., Thurlow, I.: Semantic information access. In: Davies, J., Studer, R., Warren, P. (eds.) Semantic Web Technologies: Trends and Research in Ontology-Based Systems, pp. 139–169. Wiley, Chichester (2006)

    Chapter  Google Scholar 

  31. Motik, B., Studer, R.: KAON2: a scalable reasoning tool for the semantic web. In: Proceedings of the Second European Semantic Web Conference (ESWC 2005), Heraklion (2005)

    Google Scholar 

  32. Thurlow, I., Warren, P.: Deploying and evaluating semantic technologies in a digital library. In: Davies, J., Grobelnik, M., Mladenic, D. (eds.) Semantic Knowledge Management, pp. 181–198. Springer, Berlin (2009)

    Chapter  Google Scholar 

  33. Bloehdorn, S., Görlitz, O., Schenk, S., Völkel, M.: TagFS – tag semantics for hierarchical file systems. In: Proceedings of the Sixth International Conference on Knowledge Management (I-KNOW 2006), Graz (2006)

    Google Scholar 

  34. Franz, J., Traphöner, R.: Semantic Web for knowledge reuse in business processes. In: Davies, J., Grobelnik, M., Mladenic, D. (eds.) Semantic Knowledge Management, pp. 215–229. Springer, Berlin (2009)

    Google Scholar 

  35. Warren, P., Thurlow, I., Alsmeyer, A.: Applying semantic technology to a digital library. In: Davies, J., Studer, R., Warren, P. (eds.) Semantic Web Technologies: Trends and Research in Ontology-Based Systems, pp. 237–257. Wiley, Chichester (2006)

    Chapter  Google Scholar 

  36. Bontcheva, K., Cunningham, H., Kiryakov, A., Tablan, V.: Semantic annotation and human language technology. In: Davies, J., Studer, R., Warren, P. (eds.) Semantic Web Technologies: Trends and Research in Ontology-Based Systems, pp. 29–50. Wiley, Chichester (2006)

    Chapter  Google Scholar 

  37. Sure, Y., Tempich, C., Vrandecic, D.: Ontology engineering methodologies. In: Davies, J., Studer, R., Warren, P. (eds.) Semantic Web Technologies: Trends and Research in Ontology-Based Systems. Wiley, Chichester (2006)

    Google Scholar 

  38. Bughin, J., Chui, M., Miller, A.: How companies are benefiting from web 2.0. Mckinsey (2009). https://www.mckinseyquarterly.com/. Accessed 29 Dec 2010

  39. Millen, D., Feinberg, J., Kerr, B.: Social bookmarking in the enterprise. ACM Queue 3(9), 28–35 (2005). http://researchweb.watson.ibm.com/jam/601/p28-millen.pdf

    Google Scholar 

  40. Hayman, S.: Folksonomies and tagging: new developments in social bookmarking. In: Proceedings of the Ark Group Conference: Developing and Improving Classification Schemes, Sydney. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.138.8884&rep=rep1&type=pdf (2007)

  41. Heymann, P., Garcia-Molina, H.: Collaborative creation of communal hierarchical taxonomies in social tagging systems. Technical report 2006-10, Stanford University. http://ilpubs.stanford.edu:8090/775/ (2006)

  42. Kings, N., Gale, C., Davies, J.: Knowledge sharing on the semantic web. In: Franconi, E., Kifer, M., May, W. (eds.) Proceedings of the Fourth European Semantic Web Conference (ESWC 2007), Innsbruck. Lecture Notes in Computer Science, vol. 4519, pp. 281–295. Springer, Berlin (2007)

    Google Scholar 

  43. Van Damme, C., Hepp, M., Siorpaes, K.: FolksOntology: an integrated approach for turning folksonomies into ontologies. In: Proceedings of the Fourth International European Semantic Web Conference (ESWC 2007) – Bridging the Gap Between Semantic Web and Web 2.0, Innsbruck. Lecture Notes in Computer Science, vol. 4519. Springer, Berlin. http://www.kde.cs.uni-kassel.de/ws/eswc2007/proc/FolksOntology.pdf (2007)

  44. Krötzsch, M., Vrandecic, D., Völkel, M.: Semantic MediaWiki. In: Cruz, I., Decker, S., Allemang, D., Preist, C., Schwabe, D., Mika, P., Uschold, M., Aroyo, L. (eds.) Proceedings of the Fifth International Semantic Web Conference (ISWC 2006), Athens, GA. Lecture Notes in Computer Science, vol. 4273, pp. 935–942. Springer, Berlin/Heidelberg (2006)

    Google Scholar 

  45. Vrandecic, D., Krötzsch, M.: Semantic MediaWiki. In: Davies, J., Grobelnik, M., Mladenic, D. (eds.) Semantic Knowledge Management, pp. 171–179. Springer, Berlin (2009)

    Chapter  Google Scholar 

  46. Haase, P., Herzig, D., Musen, M., Tran, T.: Semantic wiki search. In: Proceedings of the Sixth European Semantic Web Conference (ESWC 2009), Heraklion. Lecture Notes in Computer Science, vol. 5554, pp. 445–460. Springer, Berlin (2009)

    Google Scholar 

  47. Luger, M., Wölger, S., Bürger, T.: SMW ontology editor – features. Internal report. STI Innsbruck, University of Innsbruck

    Google Scholar 

  48. World Wide Web Consortium SKOS simple knowledge organisation system. http://www.w3.org/2004/02/skos/. Accessed 29 Dec 2010

  49. Karger, D.R.: Haystack: per-user information environments based on semistructured data. In: Kaptelinin, V., Czerwinski, M. (eds.) Beyond the Desktop Metaphor: Designing Integrated Digital Work Environments. MIT Press, Cambridge (2007)

    Google Scholar 

  50. Sauermann, L., Bernardi, A., Dengel, A.: Overview and outlook on the semantic desktop. In: Proceedings of the First Workshop on the Semantic Desktop (SemDesk 2005), International Semantic Web Conference (ISWC 2005), Galway (2005)

    Google Scholar 

  51. Groza, T., Handschuh, S., Moeller, K., Grimnes, G., Sauermann, L., Minack, E., Mesnage, C., Jazayeri, M., Reif, G., Gudjonsdottir, R.: The NEPOMUK project – on the way to the social semantic desktop. In: Proceedings of the Third International Conference on Semantic Technologies (I-Semantics 2007), Graz, pp. 201–211 (2007)

    Google Scholar 

  52. Sauermann, L., van Elst, L., Dengel, A.: PIMO – a framework for representing personal information models. In: Proceedings of the Third International Conference on Semantic Technologies (I-Semantics 2007), JUCS, Graz, pp. 270–277 (2007)

    Google Scholar 

  53. Papailiou, N., Christidis, C., Apostolou, D., Mentzas, G., Gudjonsdottir, R.: Personal and group knowledge management with the social semantic desktop. In: Cunningham, P., Cunningham, M. (eds.) Collaboration and the Knowledge Economy: Issues, Applications and Case Studies. IOS Press, Amsterdam (2008). ISBN 978-1-58603-924-0

    Google Scholar 

  54. Lindstaedt, S., Mayer, H.: A storyboard of the APOSDLE vision. In: Poster submitted to the First European Conference on Technology Enhanced Learning (EC-TEL 2006), Crete (2006)

    Google Scholar 

  55. Musielak, M., Hambach, S., Christl, C.: APOSDLE contextualized cooperation. In: ACM SIGCHI: ACM Conference on Computer Supported Cooperative Work 2008. Electronic Proceedings: CSCW 08 [CD-ROM], San Diego. ACM Press, New York (2008)

    Google Scholar 

  56. Rath, A., Devaurs, D., Lindstaedt, S.: UICO: An ontology-based user interaction context model for automatic task detection on the computer desktop. In: Proceedings of the First Workshop on Context, Information and Ontologies (CIAO 2009). ACM International Conference Proceedings Series, Heraklion (2009)

    Google Scholar 

  57. Warren, P., Kings, N., Thurlow, I., Davies, J., Bürger, T., Simperl, E., Ruiz, C., Gómez-Pérez, J., Ermolayev, V., Ghani, R., Tilly, M., Bösser, T., Imtiaz, A.: Improving knowledge worker productivity – the ACTIVE integrated approach. BT Technol. J. 26(2), 165–176 (2009)

    Google Scholar 

  58. Warren, P., Thurlow, I., Kings, N., Davies, J.: Knowledge management at the customer front-line – an integrated approach. J. Inst. Telecommun. Prof. 3(4), 8–15 (2009)

    Google Scholar 

  59. Bouquet P., Serafini L., Zanobini S.: Semantic coordination: a new approach and an application. In: Proceedings of the Second International Semantic Web Conference (ISWC 2003), Sanibel Islands. Lecture Notes in Computer Science, vol. 2870, pp. 130–145. Springer, Berlin. http://citeseer.ist.psu.edu/bouquet03semantic.html (2003)

  60. Euzenat, J., Shvaiko, P.: Ontology Matching. Springer, New York (2007). ISBN 3540496114

    MATH  Google Scholar 

  61. Mladenic, D.: Text mining in action! In: From Data and Information Analysis to Knowledge Engineering: Proceedings of the 29th Annual Conference of the Gesellschaft für Klassifikation e.V., University of Magdeburg (2005)

    Google Scholar 

  62. Cunningham, H., Maynard, D., Bontcheva, K., and Tablan, V.: GATE: an architecture for development of robust HLT. In: Proceedings of the 40th Anniversary Meeting of the Association for Computational Linguistics (ACL 2002), Philadelphia, pp. 168–175 (2002)

    Google Scholar 

  63. Bontcheva, K., Tablan, V., Maynard, D., Cunningham, H.: Evolving GATE to meet new challenges in language engineering. Nat. Lang. Eng. 10(3–4), 349–373 (2004)

    Article  Google Scholar 

  64. OASIS: Unstructured Information Management Architecture (UIMA) version 1.0, Working Draft 05 (2008)

    Google Scholar 

  65. Roberts, I.: GATE and IBM’s UIMA – interoperability layer. http://videolectures.net/gate06_roberts_giuil/ (2006)

  66. Wang, C., Lu, J., Zhang, G.: An ontology data matching method for web information integration. In: Proceedings of the Tenth International Conference on Information Integration and Web-based Applications & Services (iiWAS 2008), Linz (2008)

    Google Scholar 

  67. B.И. Лeвeнштeйн (1965) Двoичныe кoды c иcпpaвлeниeм выпaдeний, вcтaвoк и зaмeщeний cимвoлoв. Дoклaды Aкaдeмий Haук CCCP 163.4:845–848. Appeared in English as: Levenshtein, V. I.: Binary codes capable of correcting deletions, insertions, and reversals. Sov. Phys. Doklady. 10, 707–710 (1966)

    Google Scholar 

  68. Noy, N., Rubin, D., Musen, M.: Making biomedical ontologies and ontology repositories work. IEEE Intell. Syst. 19(6), 78–81 (2004)

    Article  Google Scholar 

  69. Burgun, A., Botti, G., Fieschi, M., Le Beux, P.: Sharing knowledge in medicine: semantic and ontologic facets of medical concepts. In: Proceedings of IEEE International Conference on Systems, Man and Cybernetics (IEEE SMC 1999), Tokyo, pp. 300–305 (1999)

    Google Scholar 

  70. Spackman, K.: An examination of OWL and the requirements of a large health care terminology. In: Proceedings of the Third OWL: Experiences and Directions Workshop (OWLED 2007), CEURWS, Innsbruck (2007)

    Google Scholar 

  71. Berners-Lee, T.: Linked data – design issues. http://www.w3.org/DesignIssues/LinkedData.html (2006). Accessed 29 Dec 2010

  72. Bizer, C.: The emerging web of link data. IEEE Intell. Syst. 24(5), 87–92 (2009)

    Article  Google Scholar 

  73. Davies, J., Studer, R., Sure, Y., and Warren, P.: Next generation knowledge management. BT Technol. J. 23(3), 175–190 (2005)

    Article  Google Scholar 

  74. Cimiano, P., Volker, J.: Text2Onto - A framework for ontology learning and data-driven change discovery. In: Proceedings of the 10th International Conference on Applications of Natural Language to Information Systems (NLDB 2005), Alicante (2005)

    Google Scholar 

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Davies, J., Warren, P. (2011). Knowledge Management in Large Organizations. In: Domingue, J., Fensel, D., Hendler, J.A. (eds) Handbook of Semantic Web Technologies. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-92913-0_18

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