AUTOMATIC NAVIGATION AMONG MOBILE DTV SERVICES

Chengyuan Peng; Petri Vuorimaa

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Paper

AUTOMATIC NAVIGATION AMONG MOBILE DTV SERVICES

Topics: Intelligent User Interfaces

In Proceedings of the Sixth International Conference on Enterprise Information Systems - Volume 5: ICEIS, 140-145, 2004 , Porto, Portugal

Authors: Chengyuan Peng and Petri Vuorimaa

Affiliation: Helsinki University of Technology, Finland

Keyword(s): Intelligent user interface, button prediction, automatic navigation, reinforcement learning, exploration

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Enterprise Information Systems ; Human-Computer Interaction ; Intelligent User Interfaces

Abstract: Limited number of input buttons on a mobile device, such as mobile phones and PDAs, restricts people’s access to digital broadcast services. In this paper, we present a reinforcement learning approach to automatically navigating among services in mobile digital television systems. Our approach uses standard Q-learning algorithm as a theory basis to predict next button for the user by learning usage patterns from interaction experiences. We did the experiment using a modified algorithm in test system. The experimental results demonstrate that the performance is good and the method is feasible and appropriate in practice.

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Paper citation in several formats:

Peng, C. and Vuorimaa, P. (2004). AUTOMATIC NAVIGATION AMONG MOBILE DTV SERVICES. In Proceedings of the Sixth International Conference on Enterprise Information Systems - Volume 5: ICEIS; ISBN 972-8865-00-7; ISSN 2184-4992, SciTePress, pages 140-145. DOI: 10.5220/0002629501400145

@conference{iceis04,
author={Chengyuan Peng. and Petri Vuorimaa.},
title={AUTOMATIC NAVIGATION AMONG MOBILE DTV SERVICES},
booktitle={Proceedings of the Sixth International Conference on Enterprise Information Systems - Volume 5: ICEIS},
year={2004},
pages={140-145},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002629501400145},
isbn={972-8865-00-7},
issn={2184-4992},
}

TY - CONF

JO - Proceedings of the Sixth International Conference on Enterprise Information Systems - Volume 5: ICEIS
TI - AUTOMATIC NAVIGATION AMONG MOBILE DTV SERVICES
SN - 972-8865-00-7
IS - 2184-4992
AU - Peng, C.
AU - Vuorimaa, P.
PY - 2004
SP - 140
EP - 145
DO - 10.5220/0002629501400145
PB - SciTePress