Personalization in context: Does context matter when building personalized customer models?

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2006, Pages 222-231

  Gorgoglione, M ^a   Palmisano, C ^a   Tuzhilin, A ^b  

^a POLITECNICO DI BARI   (Italy)

^b NEW YORK UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

GRANULARITY; PERSONALIZATION APPLICATIONS; PERSONALIZED CUSTOMER MODELS;

ALGORITHMS; CUSTOMER SATISFACTION; ELECTRONIC COMMERCE; INFORMATION MANAGEMENT; PROBLEM SOLVING; USER INTERFACES;

DATA MINING;

EID: 34748919488     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2006.125     Document Type: Conference Paper

References (24)

1. Aaltonen, A., P. Huuskonen, and J. Lehikoinen, Context Awareness Perspectives for Mobile Personal Media, In Aaltonen, A. and J. Lehikoinen (ed.) Personal and Ubiquitous Computing, Springer-Verlag, London, 2005.
2. G. Adomavicius, and A. Tuzhilin, "Expert-driven validation of rule-based user models in personalization applications", Data Mining and Knowledge Discovery, Vol. 5, No. 1, 2001, pp. 33-58.
3. G. Adomavicius, A. Tuzhilin, R. Sankaranarayanan and S. Sen, "Incorporating Contextual Information in Recommender Systems Using a Multidimensional Approach", ACM Transactions on Information Systems. Vol.23, No. 1, 2005, pp. 103-145.
4. Banavar, G., J. Black, R. Cáceres, M. Ebling, E. Stern, J. Kannry, Deriving long-term value from context aware computing In Aaltonen, A. and J. Lehikoinen (ed.) Personal and Ubiquitous Computing, Springer-Verlag London Ltd., 2005.
5. Barnes, J.W., Statistical Analysis for Engineers and Scientists, McGrawHill, Singapore, 1994.
6. Berry, A., G. Linoff, Data Mining Techniques: For Marketing, Sales, and Customer Support, Wiley Computer Publishing, New York USA, 1997.
7. Bettman, J.R., M.F. Luce, and J.W. Payne, Consumer Decision Making: A Constructive Perspective, in Tedeschi M. (ed.), Consumer Behavior and Decision Making, 1991, pp. 1-42.
8. P.J. Brown, J.D. Bovey, Chen, X., "Context-aware applications: From the laboratory to the marketplace", IEEE Personal Communications, Vol.4 No. 5, 1997, pp. 58-64.
9. Byun, H.H., K. Cheverst, Utilizing context history to provide dynamic adaptations, Destributed Multimedia Research Group, Department of Computing, Lancaster University, Lancaster, U.K. Applied Artificial Intelligence, Vol. 18, 2004, pp. 533-548.
10. Chen, G. and D. Kotz, A Survey of Context-Aware Mobile Computing Research, Department of Computer Science, Dartmouth College, Technical Report TR2000-381, 2000.
11. A.K. Dey, G.D. Abowd, D. Salber, "A Conceptual Framework and a Toolkit for Supporting the Rapid Prototyping of Context-Aware Applications", Human Computer Interaction, volume 16, No. 2, 2001, pp. 97-166.
12. Franklin, D., J. Flaschbart, All gadget and no representation makes jack a dull environment, Proceedings of the AAAI 98 Spring Symposium on Intelligent Environments. Menlo Park, CA: AAAI Press, 1998.
13. Hastie, T., Tibshirani, R. and Friedman, J. The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Springer, 2001
14. T. Jiang and A. Tuzhilin, "Segmenting Customers from Population to Individuals: Does 1-to-1 Keep your Customers Forever?", IEEE TKDE, To appear.
15. N.M. Klein, and M. S. Yadav, "Context Effects on Effort and Accuracy in Choice: an Enquiry into Adaptive Decision Making", Journal of Consumer Research. Vol. 15 No. 4, 1989, pp. 411-21
16. Kotler, P., Marketing Management, Prentice Hall, London, 2003.
17. Lehikoinen, J., Interacting with Wearable Computers: Techniques and Their Application in Way finding Using Digital Maps, Ph.D. thesis, University of Tampere, Department of Computer and Information Sciences, Report A-2002-2, 2002.
18. Lilien, G.L., P. Kotler, and S.K. Moorthy, Marketing Models, pp. 22-23, Prentice Hall, USA, 1992
19. J.G. Lussier, and R.W. Olshavsky, "Task Complexity and Contingent Processing in Brand Choice", Journal of Consumer Research, 1979, pp. 154-165.
20. T.Rodden, K. Cheverst, K. Davies, and A. Dix, "Exploiting context in HCI design for mobile systems", Proceedings of the Workshop on Human Computer Interaction with Mobile Devices. Glasgow, Scotland, 1998.
21. Ryan, N., J. Pascoe, and D. Morse, Enhanced reality fieldwork: The context-aware archaeological assistant, In V. Gaffney, M. V. Leusen, & S. Exxon(Eds.), Computer applications in archaeology, Oxford, United Kingdom, 1997.
22. B. Schilit, M. Theimer, "Disseminating active map information to mobile Hosts", IEEE Network, Vol. 8 No. 5, 1994, pp. 22-32.
23. Ward, A. Jones, Hopper A. (1997), "A new location technique for the active office", IEEE Personal Communications, Vol.4 No. 5, 1997, pp. 42-47.
24. Webster's new twentieth century dictionary of the English language. (1980). Springfield, MA: Merriam-Webster, Inc., 1980.