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Autonomous nondeterministic tour guides: improving quality of experience with TTD-MDPs

Published: 14 May 2007 Publication History

Abstract

In this paper, we address the problem of building a system of autonomous agents for a complex environment, in our case, a museum with many visitors. Visitors may have varying preferences for types of art or may wish to visit different exhibits on multiple visits. Often, these goals conflict. For example, many visitors may wish to see the museum's most popular work, but that could cause congestion, ruining the experience. Thus, our task is to build a set of agents that can satisfy their visitors' goals, while simultaneously providing high quality experiences for all.

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A. S. Cantino, D. L. Roberts, and C. L. Isbell. Autonomous nondeterministic tour guides: Improving quality of experience with ttd-mdps. Technical Report GIT-IIC-07-02, Georgia Institue of Technology College of Computing, 2007.
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G. Kim, W. Chung, K.-R. Kim, M. Kim, S. Han, and R. H. Shinn. The autonomous tour-guide robot jinny. In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), volume 4, pages 3450--3455, 2004.
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M. J. Nelson, D. L. Roberts, C. L. Isbell, and M. Mateas. Reinforcement learning for declarative optimization-based drama management. In Proceedings of the Fifth International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS-06), 2006.
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D. L. Roberts, M. J. Nelson, C. L. Isbell, M. Mateas, and M. L. Littman. Targetting specific distributions of trajecotries in MDPs. In Proceedings of the Twenty-First National Conference on Artificial Intelligence (AAAI-06), Boston, MA, 2006.
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Cited By

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  • (2019)Interval Markov Decision Processes with Multiple ObjectivesACM Transactions on Modeling and Computer Simulation10.1145/330968329:4(1-31)Online publication date: 18-Nov-2019
  • (2017)Multi-Objective Approaches to Markov Decision Processes with Uncertain Transition ParametersProceedings of the 11th EAI International Conference on Performance Evaluation Methodologies and Tools10.1145/3150928.3150945(44-51)Online publication date: 5-Dec-2017
  • (2017)Multi-objective Robust Strategy Synthesis for Interval Markov Decision ProcessesQuantitative Evaluation of Systems10.1007/978-3-319-66335-7_13(207-223)Online publication date: 11-Aug-2017
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  1. Autonomous nondeterministic tour guides: improving quality of experience with TTD-MDPs

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      cover image ACM Other conferences
      AAMAS '07: Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
      May 2007
      1585 pages
      ISBN:9788190426275
      DOI:10.1145/1329125
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      New York, NY, United States

      Publication History

      Published: 14 May 2007

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      Author Tags

      1. Markov decision processes
      2. interactive entertainment

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      Overall Acceptance Rate 1,155 of 5,036 submissions, 23%

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      View all
      • (2019)Interval Markov Decision Processes with Multiple ObjectivesACM Transactions on Modeling and Computer Simulation10.1145/330968329:4(1-31)Online publication date: 18-Nov-2019
      • (2017)Multi-Objective Approaches to Markov Decision Processes with Uncertain Transition ParametersProceedings of the 11th EAI International Conference on Performance Evaluation Methodologies and Tools10.1145/3150928.3150945(44-51)Online publication date: 5-Dec-2017
      • (2017)Multi-objective Robust Strategy Synthesis for Interval Markov Decision ProcessesQuantitative Evaluation of Systems10.1007/978-3-319-66335-7_13(207-223)Online publication date: 11-Aug-2017
      • (2016)Reward-Bounded Reachability Probability for Uncertain Weighted MDPsProceedings of the 17th International Conference on Verification, Model Checking, and Abstract Interpretation - Volume 958310.1007/978-3-662-49122-5_17(351-371)Online publication date: 17-Jan-2016
      • (2010)Personalised pathway predictionProceedings of the 18th international conference on User Modeling, Adaptation, and Personalization10.1007/978-3-642-13470-8_33(363-368)Online publication date: 20-Jun-2010
      • (2008)Another look at search-based drama managementProceedings of the 23rd national conference on Artificial intelligence - Volume 210.5555/1620163.1620195(792-797)Online publication date: 13-Jul-2008
      • (2008)Another look at search-based drama managementProceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 310.5555/1402821.1402854(1293-1298)Online publication date: 12-May-2008

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