Automatic navigation among mobile DTV services

Chengyuan Peng, Petri Vuorimaa

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

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.

Original languageEnglish
Title of host publicationICEIS 2004 - Proceedings of the Sixth International Conference on Enterprise Information Systems
EditorsI. Seruca, J. Filipe, S. Hammoudi, J. Cordeiro
PublisherSciTePress
Pages140-145
Number of pages6
ISBN (Print)9728865007
DOIs
Publication statusPublished - 23 Nov 2004
MoE publication typeA4 Article in a conference publication
Event6th International Conference on Enterprise Information Systems, ICEIS 2004 - Porto, Portugal
Duration: 14 Apr 200417 Apr 2004

Conference

Conference6th International Conference on Enterprise Information Systems, ICEIS 2004
CountryPortugal
CityPorto
Period14/04/0417/04/04

Fingerprint

Television systems
Digital television
Personal digital assistants
Reinforcement learning
Mobile phones
Mobile devices
Learning algorithms
Navigation
Experiments

Keywords

  • Automatic navigation
  • Button prediction
  • Exploration
  • Intelligent user interface
  • Reinforcement learning

Cite this

Peng, C., & Vuorimaa, P. (2004). Automatic navigation among mobile DTV services. In I. Seruca, J. Filipe, S. Hammoudi, & J. Cordeiro (Eds.), ICEIS 2004 - Proceedings of the Sixth International Conference on Enterprise Information Systems (pp. 140-145). SciTePress. https://doi.org/10.5220/0002629501400145
Peng, Chengyuan ; Vuorimaa, Petri. / Automatic navigation among mobile DTV services. ICEIS 2004 - Proceedings of the Sixth International Conference on Enterprise Information Systems. editor / I. Seruca ; J. Filipe ; S. Hammoudi ; J. Cordeiro. SciTePress, 2004. pp. 140-145
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Peng, C & Vuorimaa, P 2004, Automatic navigation among mobile DTV services. in I Seruca, J Filipe, S Hammoudi & J Cordeiro (eds), ICEIS 2004 - Proceedings of the Sixth International Conference on Enterprise Information Systems. SciTePress, pp. 140-145, 6th International Conference on Enterprise Information Systems, ICEIS 2004, Porto, Portugal, 14/04/04. https://doi.org/10.5220/0002629501400145

Automatic navigation among mobile DTV services. / Peng, Chengyuan; Vuorimaa, Petri.

ICEIS 2004 - Proceedings of the Sixth International Conference on Enterprise Information Systems. ed. / I. Seruca; J. Filipe; S. Hammoudi; J. Cordeiro. SciTePress, 2004. p. 140-145.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

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Peng C, Vuorimaa P. Automatic navigation among mobile DTV services. In Seruca I, Filipe J, Hammoudi S, Cordeiro J, editors, ICEIS 2004 - Proceedings of the Sixth International Conference on Enterprise Information Systems. SciTePress. 2004. p. 140-145 https://doi.org/10.5220/0002629501400145