Abstract
This paper addresses the problem of capturing rich, long-term personal activity logs of users’ interactions with their workstations, for the purpose of deriving predictive, personal user models. Our architecture addresses a number of practical problems with activity capture, including incorporating heterogeneous information from different applications, measuring phenomena with different rates of change, efficiently scheduling knowledge sources, incrementally evolving knowledge representations, and incorporating prior knowledge to combine low-level observations into interpretations better suited for user modeling tasks. We demonstrate that the computational and memory demands of general activity capture are well within reasonable limits even on today’s hardware and software platforms.
This is a preview of subscription content, log in via an institution to check access.
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
Aizawa, K., Tancharoen, D., Kawasaki, S., Yamasaki, T.: Efficient retrieval of life log based on context and content. In: CARPE 2004: Proceedings of the the 1st ACM workshop on Continuous archival and retrieval of personal experiences, pp. 22–31. ACM Press, New York (2004)
Begole, J.B., Tang, J.C., Hill, R.: Rhythm modeling, visualizations and applications. In: UIST 2003: Proceedings of the 16th annual ACM symposium on User interface software and technology, pp. 11–20. ACM Press, New York (2003)
Bellotti, V., Dalal, B., Good, N., Flynn, P., Bobrow, D.G., Ducheneaut, N.: What a to-do: studies of task management towards the design of a personal task list manager. In: CHI 2004: Proceedings of the SIGCHI conference on Human factors in computing systems, pp. 735–742. ACM Press, New York (2004)
Bush, V.: As we may think. The Atlantic Monthly 176(1), 101–108 (1945)
Cheyer, A., Park, J., Giuli, R.: Iris: Integrate relate infer share 1st Workshop on The Semantic Desktop 4th International Semantic Web Conference (November 2005)
Efstathopoulos, P., Krohn, M., VanDeBogart, S., Frey, C., Ziegler, D., Kohler, E., Mazires, D., Kaashoek, F., Morris, R.: Labels and event processes in the asbestos operating system. In: SOSP 2005: Proceedings of the twentieth ACM symposium on Operating systems principles, pp. 17–30. ACM Press, New York (2005)
Esposito, D.: Windows hooks in the .net framework. MSDN Magazine (October 2002)
Fenstermacher, K.D., Ginsburg, M.: A lightweight framework for cross-application user monitoring. Computer 35(3), 51–59 (2002)
Fogarty, J., Hudson, S.E.: Toolkit support for developing and deploying sensor-based statistical models of human situations. In: To appear in CHI 2007: Proceedings of the SIGCHI conference on Human factors in computing systems, ACM Press, New York (2007)
Gemmell, J., Williams, L., Wood, K., Lueder, R., Bell, G.: Passive capture and ensuing issues for a personal lifetime store. In: CARPE 2004: Proceedings of the the 1st ACM workshop on Continuous archival and retrieval of personal experiences, pp. 48–55. ACM Press, New York (2004)
Lamming, M., Flynn, M.: Forget-me-not: intimate computing in support of human memory. In: Proceedings FRIEND21 Symposium on Next Generation Human Interfaces (1994)
Lassila, O., Swick, R.: Resource description framework RDF model and syntax specification
Mitchell, T., Wang, S., Huang, Y., Cheyer, A.: Extracting knowledge about users’ activities from raw workstation contents. In: Proceedings of the 21st National Conference on Artificial Intelligence (AAAI-2006), Boston, MA (July 2006)
Rhodes, B., Crabtree, I.B.: Wearable computing and the remembrance agent. BT Technology Journal 16(3), 118–124 (1998)
van Kleek, M.: Thesis proposal: Proactive support for task and interrupt management (2006)
Thomaz, E.: Slife 1.0 (2007) http://www.slifelabs.com
Wilkinson, K., Sayers, C., Kuno, H., Reynolds, D.: Efficient RDF storage and retrieval in Jena (2003)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Van Kleek, M., Shrobe, H.E. (2007). A Practical Activity Capture Framework for Personal, Lifetime User Modeling. In: Conati, C., McCoy, K., Paliouras, G. (eds) User Modeling 2007. UM 2007. Lecture Notes in Computer Science(), vol 4511. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-73078-1_33
Download citation
DOI: https://doi.org/10.1007/978-3-540-73078-1_33
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-73077-4
Online ISBN: 978-3-540-73078-1
eBook Packages: Computer ScienceComputer Science (R0)