Abstract
The relevance of a human-centric view for KDubiq in particular or knowledge discovery (KD) in general arises from the comprehensive nature of KD. KD is more than the application of algorithms - it encompasses the whole process of turning data into knowledge: business/application understanding, data understanding, data preparation, modelling, evaluation, and deployment [1]. People play a pivotal role in this process: people create data, data and knowledge are about people, and people are (or some of them should be) the ultimate beneficiaries of the discovered knowledge. As shown in the previous chapters, ubiquity adds more dimensions to KD; this chapter analyzes how these dimensions affect the user perspective of KDubiq systems.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Chapman, P., Clinton, J., Kerber, R., Khabaza, T., Reinartz, T., Shearer, C., Wirth, R.: CRISP 1.0 process and user guide (2000), http://www.crisp-dm.org/download.htm
van Lamsweerde, A.: Requirements engineering in the year 00: a research perspective. In: International Conference on Software Engineering, pp. 5–19 (2000)
Sommerville, I., Sawyer, P.: Viewpoints: Principles, problems and a practical approach to requirements engineering. Annals of Software Engineering 3, 101–130 (1997)
Gürses, S., Berendt, B., Santen, T.: Multilateral security requirements analysis for preserving privacy in ubiquitous environments. In: Proceedings of the Workshop on Ubiquitous Knowledge Discovery for Users at ECML/PKDD 2006, Berlin, pp. 51–64 (2006), http://vasarely.wiwi.hu-berlin.de/UKDU06/Proceedings/UKDU06-proceedings%.pdf
Preibusch, S., Hoser, B., Gürses, S., Berendt, B.: Ubiquitous social networks – opportunities and challenges for privacy-aware user modelling. In: Proceedings of the Workshop on Data Mining for User Modelling at UM 2007 (2007), http://vasarely.wiwi.hu-berlin.de/DM.UM07/Proceedings/DM.UM07-proceedin%gs.pdf
Orwant, J.: Heterogenous learning in the doppelgänger user modeling system. User Modeling and User-Adapted Interaction 4(2), 107–130 (1995)
Pierrakos, D., Paliouras, G., Papatheodorou, C., Karkaletsis, V., Dikaiakos, M.D.: Web community directories: A new approach to web personalization. In: EWMF, pp. 113–129 (2003)
Jameson, A.: More than the sum of its members: Challenges for group recommender systems. In: Proceedings of the International Working Conference on Advanced Visual Interfaces, Gallipoli, Italy, pp. 48–54 (2004), http://dfki.de/~jameson/abs/Jameson04AVI.html
Easterbrook, S.: Resolving requirements conflicts with computer-supported negotiation. Requirements Engineering: Social and Technical Issues, 41–65 (1994)
Boehm, B., Bose, P., Horowitz, E., Lee, M.J.: Software requirements negotiation and renegotiation aids. In: ICSE 1995: Proceedings of the 17th International Conference on Software Engineering, pp. 243–253 (1995)
Zave, P., Jackson, M.: Conjunction as composition. ACM Trans. Softw. Eng. Methodol. 2(4), 379–411 (1993)
Robinson, W.N.: Integrating multiple specifications using domain goals. In: IWSSD 1989: Proceedings of the 5th International Workshop on Software Specification and Design, pp. 219–226 (1989)
EU: Directive 95/46/EC of the European Parliament and of the Council of 24 October 1995 on the Protection of Individuals with Regard to the Processing of Personal Data and on the Free Movement of such Data. Official Journal of the European Communities (L. 281) (1995), http://europa.eu.int/eur-lex/en/consleg/main/1995/en_1995L0046_index.html
Phillips, D.: Privacy policy and PETs: The influence of policy regimes on the development and social implications of privacy enhancing technologies. New Media Society 6(6), 691–706 (2004)
Heckmann, D.: Situation modeling and smart context retrieval with semantic web technology and conflict resolution. In: Roth-Berghofer, T.R., Schulz, S., Leake, D.B. (eds.) MRC 2005. LNCS (LNAI), vol. 3946, pp. 34–47. Springer, Heidelberg (2006)
Berendt, B., Kralisch, A.: From world-wide-web mining to worldwide webmining: Understanding people’s diversity for effective knowledge discovery. In: Berendt, B., Hotho, A., Mladenič, D., Semeraro, G. (eds.) WebMine 2007. LNCS (LNAI), vol. 4737, pp. 102–121. Springer, Heidelberg (2007)
Hofstede, G.: Cultures and Organizations: Software of the Mind. McGraw-Hill, New York (1991)
Dey, A.K.: Understanding and using context. Personal and Ubiquitous Computing 5(1), 4–7 (2001)
Wahlster, W., Kobsa, A.: User models in dialog systems. In: Kobsa, A., Wahlster, W. (eds.) User Models in Dialog Systems, pp. 4–34. Springer, Heidelberg (1989)
Lieberman, H., Selker, T.: Out of context: Computer systems that adapt to, and learn from, context. IBM Systems Journal 39(3&4), 617 (2000)
Schmidt, A.: Potentials and challenges of context-awareness for learning solutions. In: Proc. LWA, pp. 63–68 (2005)
Kray, C.: Situated interaction on spatial topics. Dissertations in Artificial Intelligence-Infix, vol. 274 (November 2003)
Jameson, A.: Adaptive interfaces and agents. In: Jacko, J.A., Sears, A. (eds.) Human-Computer Interaction Handbook, pp. 305–330. Erlbaum, Mahwah (2003), http://dfki.de/~jameson/abs/Jameson03Handbook.html
Wikipedia: Context awareness (2006), http://en.wikipedia.org/wiki/Context_awareness (access date November 21, 2006)
Cheverst, K., Smith, G.: Exploring the notion of information push and pull with respect to the user intention and disruption. In: International Workshop on Distributed and Disappearing User Interfaces in Ubiquitous Computing, pp. 67–72 (2001)
Benford, S., Fahlén, L.E.: A spatial model of interaction in large virtual environments. In: ECSCW, p. 107 (1993)
Barkhuus, L., Dey, A.: Is context-aware computing taking control away from the user? three levels of interactivity examined. In: Dey, A.K., Schmidt, A., McCarthy, J.F. (eds.) UbiComp 2003. LNCS, vol. 2864, pp. 149–156. Springer, Heidelberg (2003)
Schmidt, A.: Implicit human computer interaction through context. Personal and Ubiquitous Computing 4(2-3), 191–199 (2006)
für Datenschutz Schleswig-Holstein und Institut für Wirtschaftsinformatik der Humboldt-Universität zu Berlin, U.L.: TAUCIS – Technikfolgen-Abschätzung Ubiquitäres Computing und Informationelle Selbstbestimmung (2006), http://www.datenschutzzentrum.de/taucis/index.htm
Barwise, J.: Situations and Attitudes. MIT-Bradford, Cambridge (1983)
Heckmann, D.: Distributed user modeling for situated interaction. GI Jahrestagung (1), 266–270 (2005)
Heckmann, D., Schwartz, T., Brandherm, B., Schmitz, M., von Wilamowitz-Moellendorff, M.: Gumo - the general user model ontology. In: User Modeling, pp. 428–432 (2005)
Bryson, J.J.: Where should complexity go? Cooperation in complex agents with minimal communication. In: Truszkowski, W., Rouff, C., Hinchey, M. (eds.) Innovative Concepts for Agent-Based Systems, pp. 298–313. Springer, Heidelberg (2003)
Bryson, J.J., Stein, L.A.: Modularity and design in reactive intelligence. In: Proceedings of the 17th International Joint Conference on Artificial Intelligence, Seattle, pp. 1115–1120. Morgan Kaufmann, San Francisco (2001)
Weibelzahl, S.: Evaluation of adaptive systems, phd disertation (2003)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2010 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Berendt, B., Menasalvas, E. (2010). A Human-Centric Perspective on Ubiquitous Knowledge Discovery. In: May, M., Saitta, L. (eds) Ubiquitous Knowledge Discovery. Lecture Notes in Computer Science(), vol 6202. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-16392-0_6
Download citation
DOI: https://doi.org/10.1007/978-3-642-16392-0_6
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-16391-3
Online ISBN: 978-3-642-16392-0
eBook Packages: Computer ScienceComputer Science (R0)