Krzysztof Gajos

Picture of Krzysztof Gajos. Copyright unknown.
Personal Homepage:
cs.washington.edu/homes/kgajos/
Current place of employment:
University of Washington

Krzysztof Gajos is a graduate student at University of Washington in Seattle. His interests span areas of HCI, machine learning and ubiquitous computing. Currently he is working on a number of projects mostly in the area of personalizable user interfaces.

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Publications by Krzysztof Gajos (bibliography)

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Gajos, Krzysztof and Weld, Daniel S. (2005): Preference elicitation for interface optimization. In: Proceedings of the 2005 ACM Symposium on User Interface Software and Technology 2005. pp. 173-182. Available online

Decision-theoretic optimization is becoming a popular tool in the user interface community, but creating accurate cost (or utility) functions has become a bottleneck -- in most cases the numerous parameters of these functions are chosen manually, which is a tedious and error-prone process. This paper describes ARNAULD, a general interactive tool for eliciting user preferences concerning concrete outcomes and using this feedback to automatically learn a factored cost function. We empirically evaluate our machine learning algorithm and two automatic query generation approaches and report on an informal user study.

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Gajos, Krzysztof, Christianson, David B., Hoffmann, Raphael, Shaked, Tal, Henning, Kiera, Long, Jing Jing and Weld, Daniel S. (2005): Fast and Robust Interface Generation for Ubiquitous Applications. In: Beigl, Michael, Intille, Stephen S., Rekimoto, Jun and Tokuda, Hideyuki (eds.) UbiComp 2005 Ubiquitous Computing - 7th International Conference September 11-14, 2005, Tokyo, Japan. pp. 37-55. Available online

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Gajos, Krzysztof and Weld, Daniel S. (2004): SUPPLE: automatically generating user interfaces. In: Nunes, Nuno Jardim and Rich, Charles (eds.) International Conference on Intelligent User Interfaces 2004 January 13-16, 2004, Funchal, Madeira, Portugal. pp. 93-100. Available online

In order to give people ubiquitous access to software applications, device controllers, and Internet services, it will be necessary to automatically adapt user interfaces to the computational devices at hand (eg, cell phones, PDAs, touch panels, etc.). While previous researchers have proposed solutions to this problem, each has limitations. This paper proposes a novel solution based on treating interface adaptation as an optimization problem. When asked to render an interface on a specific device, our supple system searches for the rendition that meets the device's constraints and minimizes the estimated effort for the user's expected interface actions. We make several contributions: 1) precisely defining the interface rendition problem, 2) demonstrating how user traces can be used to customize interface rendering to particular user's usage pattern, 3) presenting an efficient interface rendering algorithm, 4) performing experiments that demonstrate the utility of our approach.

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Patterson, Donald J., Liao, Lin, Gajos, Krzysztof, Collier, Michael, Livic, Nik, Olson, Katherine, Wang, Shiaokai, Fox, Dieter and Kautz, Henry A. (2004): Opportunity Knocks: A System to Provide Cognitive Assistance with Transportation Services. In: Davies, Nigel, Mynatt, Elizabeth D. and Siio, Itiro (eds.) UbiComp 2004 Ubiquitous Computing 6th International Conference September 7-10, 2004, Nottingham, UK. pp. 433-450. Available online

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Changes to this page (author)

15 Feb 2010: Enabled abstracts to be shown on Krzysztof Gajos's author page.
30 May 2009: Author was edited
30 May 2009: Author was edited
11 Jun 2007: Author was edited
28 Apr 2003: Added the author to the bibliography

Publication statistics

Publication period:2004-2005
Publication count:4
Number of co-authors:14



Productive colleagues

Krzysztof Gajos's 3 most productive colleagues in number of publications:

Daniel S. Weld:27
Donald J. Patterson:8
Henry A. Kautz:5


Collaboration count

Number of publications with 3 favourite co-authors:

Daniel S. Weld:3
Nik Livic:1
Katherine Olson:1

 

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