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When Media Gets Wise: collaborative filtering with mobile media agents

Published: 29 January 2006 Publication History

Abstract

We present a mode where media (e.g.music files) are autonomous entities that carry their own individua information. Our goal is to turn such files into autonomous, rule-following agents capable of building their own identities from interactions with other agents and users. We are exploring how collaborative filtering-like behaviour could emerge out of large ensembles of interacting agents, which are distributed over mobile devices in socia networks. We have implemented a first version of the mode in the form of a music player application for mobile devices, called Push!Music. This system takes advantage of active recommendations as we as implicit user activity to build a profile for each media file.

References

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Bassoli, A., Moore, J., and Agamanolis, S., tunA: Loca Music Sharing with Handheld Wi-Fi Devices, In Proc. of 5th Wireless World Conference 2004, Surrey,UK.
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Franklin, S., and Graesser, A., Is it an Agent or Just a Program?: A Taxonomy for Autonomous Agents, In Proc. of the 3rd International Conference on Agent Theories, Architectures and Languages, Springer-Verlag, 1996.
[3]
Håkansson, M., Jacobsson, M., and Holmquist, L.E., Designing a Mobile Music Sharing System Based on Emergent Properties. In Proc. of AMT 2005, Takamatsu, Japan.
[4]
Jacobsson, M., Rost, M., Håkansson, M., and Holmquist, L.E. Push! Music: Intelligent File Sharing on Mobile Devices, In Adjunct Proc. of UbiComp 2005, Tokyo, Japan.(demo)
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Miller, B.N., Konstan, J.A., and Riedl, J., PocketLens: Toward a persona recommender system. ACM Trans. Inf. Syst. 22, 3 (Jul.2004), 437--476.
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Nichols, D.M. Implicit Rating and Filtering, In Proc. 5th DELOS Workshop on Filtering and Collaborative Filtering 1997, Budapest, Hungary.
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Sarwar, B., Karypsis, G., Konstan, J., and Riedl, J., Item-based Collaborative Filtering Recommendation A gorithms, In Proc.of the 10th International World Wide Web Conference (WWW10) 2001, Hong Kong.
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Shardanand, U., and Maes, P., Socia Information Filtering: Algorithms for Automating "Word of Mouth", In Proc. of CHI '95, Denver, Colorado, USA.

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    cover image ACM Conferences
    IUI '06: Proceedings of the 11th international conference on Intelligent user interfaces
    January 2006
    392 pages
    ISBN:1595932879
    DOI:10.1145/1111449
    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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    Publication History

    Published: 29 January 2006

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    Author Tags

    1. active recommendation
    2. distributed collaborative filtering
    3. emergence
    4. media agents
    5. media ecologies

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    IUI06
    IUI06: 11th International Conference on Intelligent User Interfaces
    January 29 - February 1, 2006
    Sydney, Australia

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    Overall Acceptance Rate 746 of 2,811 submissions, 27%

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    • (2013)Delta Analysis of Role-Based Access Control ModelsRevised Selected Papers of the 14th International Conference on Computer Aided Systems Theory - EUROCAST 2013 - Volume 811110.1007/978-3-642-53856-8_64(507-514)Online publication date: 10-Feb-2013
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    • (2013)Using Agents for Generating Personalized Recommendations of Multimedia ContentsProceeding of the XIIIth International Conference on AI*IA 2013: Advances in Artificial Intelligence - Volume 824910.1007/978-3-319-03524-6_35(409-420)Online publication date: 4-Dec-2013
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