Abstract
In an effort to support the development of context-aware applications that use archived sensor data, we introduce the concept of the Context Cube based on techniques of data warehousing and data mining. Our implementation of the Context Cube provides a system that supports a multi-dimensional model of context data and with tools for accessing, interpreting and aggregating that data by using concept relationships defined within the real context of the application. We define the Context Cube information model, demonstrate functional applications that we have developed with the system, and explore possible applications that may be developed more easily using our tool.
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Mynatt, E.D., Rowan, J., Jacobs, A., Craighill, S.: Digital Family Portrait: Supporting peace of mind for extended family members. In: CHI 2001, Seattle, WA (2001)
Gray, J., Chaudhuri, S., Bosworth, A., Layman, A., Reichart, D., Venkatrao, M., Pellow, F., Pirahesh, H.: Data Cube: A Relational Aggregation Operator Generalizing Group-By, Cross- Tab, and Sub-Totals. In: Data Mining and Knowledge Discovery, vol. 1, pp. 29–53. Kluwer Academic Publishers, The Netherlands (1997)
Harinarayan, V., Rajaraman, A., Ullman, D.: Implementing data cubes efficiently. In: ACM SIGMOD International Conference on Management of Data (1996)
Lenant, D.B.: Cyc: A Large-Scale Investment in Knowledge Infrastructure. Communications of the ACM 38(11) (1995)
Poell, R.: Notion Systems, http://www.notionsystem.com
Newcomb, S., Biezunski, M.: Topic Maps for the Web. IEEE Multimedia (2001)
Schilit, B.: System architecture for context-aware computing, Ph.D. Thesis, Columbia, New York (1995)
Dey, K., Abowd, G.D., Salber, D.: A conceptual framework and a toolkit for supporting the rapid prototyping of context-aware applications. HCI Journal 16(2-4), 97–166 (2001)
Brown, P.J., Bovey, J.D., Chen, X.: Context-aware applications: From the laboratory to the marketplace. IEEE Personal Communications 4(5), 58–64 (1997)
Hong, J.I., Landay, J.A.: An Infrastructure Approach to Context-Aware Computing. Human-Computer Interaction 16 (2001)
Johanson, B., Fox, A.: The Event Heap: A Coordination Infrastructure for Interactive Workspaces. In: Fourth IEEE Workshop o Mobile Computing Systems and Applications (WMCSA 2002), Callicoon, New York (June 2002)
Hong, J.I., Landay, J.A.: A Context/Communication Information Agent. In: Personal and Ubiquitous Computing: Special Issue on Situated Interaction and Context-Aware Computing, 5(1), 78–81 (2001)
Rhodes, B., Starner, T.: Remembrance Agent: A continuously running automated information retrieval system. In: Proceedings of Practical Applications of Intelligent Agents and Multi-Agent Tech (PAAM), London, UK (1996)
Naguib, H., Coulouris, G.: Location Information Management. In: Abowd, G.D., Brumitt, B., Shafer, S. (eds.) UbiComp 2001. LNCS, vol. 2201, p. 35. Springer, Heidelberg (2001)
Inmon, W.H.: Building the Data Warehouse. Wiley, Chichester (1992)
Elmasari, R., Navathe, S.B.: Data Warehousing and Data Mining. In: Fundamentals of Database Systems, pp. 841–872. Addison-Wesley, Reading (2000)
Horvitz, E., Koch, P., Kadie, C., Jacobs, A.: Coordinate: Probabilistic Forecasting of Presence and Availability. In: Proccedings of the 2002 Conference on Uncertainty and Artificial Intelligence, July 2002, pp. 224–233. AAAI Press, Menlo Park (2002)
Hudson, S., Fogarty, J., Atkeson, C., Forlizzi, J., Kiesler, S., Lee, J., Yang, J.: Predicting Human Interruptibility with Sensors: A Wizard of Oz Feasibility Study. In: Proceedings of CHI 2003, ACM Press, New York (2003)
Oliver, N., Horvitz, E., Garg, A.: Layered representations for human activity recognition. In: Fourth IEEE Int. Conf. on Multimodal Interfaces, pp. 3–8 (2002)
Elite Care, http://www.elite-care.com
Ding, Y., Foo, S.: Ontology research and development, Part 1: A review of ontology generation. Journal of Information Sciences 28(2), 123–136 (2002)
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Harvel, L., Liu, L., Abowd, G.D., Lim, YX., Scheibe, C., Chatham, C. (2004). Context Cube: Flexible and Effective Manipulation of Sensed Context Data. In: Ferscha, A., Mattern, F. (eds) Pervasive Computing. Pervasive 2004. Lecture Notes in Computer Science, vol 3001. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-24646-6_4
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DOI: https://doi.org/10.1007/978-3-540-24646-6_4
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-21835-7
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