Lewis Johnson

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Publications by Lewis Johnson (bibliography)

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Johnson, Lewis and Andre, Elisabeth (eds.) International Conference on Intelligent User Interfaces 2003 January 12-15, 2003, Miami, Florida, USA.

» 1998 «

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Tambe, Milind, Johnson, Lewis and Shen, Wei-Min (1998): Adaptive Agent Tracking in Real-World Multiagent Domains: A Preliminary Report. In International Journal of Human-Computer Studies, 48 (1) pp. 105-124

Intelligent interaction in multi-agent domains frequently requires an agent to track other agents' mental states: their current goals, beliefs and intentions. Accuracy in this agent-tracking task is critically dependent on the accuracy of the tracker's (tracking agent's) model of the trackee (tracked agent). Unfortunately, in real-world situations, model imperfections arise due to the tracker's resource and information constraints, as well as due to trackees' dynamic behavior modification. While such model imperfections are unavoidable, a tracker must nonetheless attempt to be adaptive in its agent tracking. This article identifies key issues in adaptive agent tracking and presents an approach called DEFT. At its core, DEFT is based on discrimination-based learning. The main idea is to identify the deficiency of a model based on tracking failures, and revise the model by using features that are critical in discriminating successful and failed tracking episodes. Because in real-world situations the set of candidate discriminating features is very large, DEFT relies on knowledge-based focusing to limit the discrimination to those features that it determines were relevant in successful tracking episodes -- with an autonomous explanation capability as a major source of this knowledge. This article reports on experiments with an implementation of key aspects of DEFT in a complex synthetic air-to-air combat domain.

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Changes to this page (author)

24 Feb 2010: Enabled abstracts to be shown on Lewis Johnson's author page.
13 Jan 2008: Author was edited (approved by an editor)
28 Apr 2003: Added the author to the bibliography

Publication statistics

Publication period:1998-2003
Publication count:2
Number of co-authors:3



Productive colleagues

Lewis Johnson's 3 most productive colleagues in number of publications:

Elisabeth Andre:46
Milind Tambe:3
Wei-Min Shen:2


Collaboration count

Number of publications with 3 favourite co-authors:

Elisabeth Andre:1
Wei-Min Shen:1
Milind Tambe:1

 

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Mar 14

The computer can be thought of from the perspective of its technology [...] from the field of computer science. Or it can be thought of as a social tool, a structure that will change social interaction and social policy, for better or for worse. It can be thought of as a personal assistant, where the goals and intentions of the user become of primary concern. It can be viewed from the experience of the user, a view that changes considerably with the task, the person, the design of the system. The filed of human-computer interaction needs all these views, all these issues, and more besides.

-- Stephen Draper and Donald Norman. In "User Centered System Design" (1986) p. 1

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