Providing context-aware personalization through cross-context reasoning of user modeling data

S. Berkovsky, L.M. Aroyo, D. Heckmann, G.J.P.M. Houben, A. Kroner, T. Kuflik, F. Ricci

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Abstract

Existing personalization systems base their services on user models that typically disregard the issue of context-awareness. This work focuses on developing mechanisms for cross-context reasoning, i.e., inferences linking user model data in two different contexts. That reasoning process can augment the typically sparse user models, by inferring the missing information from other contextual conditions, and can better support context-aware personalization. Thus, the proposed approach improves existing personalization systems and facilitates provision of more accurate context-aware personalized services.
Original languageEnglish
Title of host publicationProceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece
EditorsS. Berkovsky, xx et al.
PublisherUser Modeling Incorporated
Pages2-7
Publication statusPublished - 2007

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Berkovsky, S., Aroyo, L. M., Heckmann, D., Houben, G. J. P. M., Kroner, A., Kuflik, T., & Ricci, F. (2007). Providing context-aware personalization through cross-context reasoning of user modeling data. In S. Berkovsky, & X. et al. (Eds.), Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece (pp. 2-7). User Modeling Incorporated.
Berkovsky, S. ; Aroyo, L.M. ; Heckmann, D. ; Houben, G.J.P.M. ; Kroner, A. ; Kuflik, T. ; Ricci, F. / Providing context-aware personalization through cross-context reasoning of user modeling data. Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece. editor / S. Berkovsky ; xx et al. User Modeling Incorporated, 2007. pp. 2-7
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abstract = "Existing personalization systems base their services on user models that typically disregard the issue of context-awareness. This work focuses on developing mechanisms for cross-context reasoning, i.e., inferences linking user model data in two different contexts. That reasoning process can augment the typically sparse user models, by inferring the missing information from other contextual conditions, and can better support context-aware personalization. Thus, the proposed approach improves existing personalization systems and facilitates provision of more accurate context-aware personalized services.",
author = "S. Berkovsky and L.M. Aroyo and D. Heckmann and G.J.P.M. Houben and A. Kroner and T. Kuflik and F. Ricci",
year = "2007",
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editor = "S. Berkovsky and {et al.}, xx",
booktitle = "Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece",
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Berkovsky, S, Aroyo, LM, Heckmann, D, Houben, GJPM, Kroner, A, Kuflik, T & Ricci, F 2007, Providing context-aware personalization through cross-context reasoning of user modeling data. in S Berkovsky & X et al. (eds), Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece. User Modeling Incorporated, pp. 2-7.

Providing context-aware personalization through cross-context reasoning of user modeling data. / Berkovsky, S.; Aroyo, L.M.; Heckmann, D.; Houben, G.J.P.M.; Kroner, A.; Kuflik, T.; Ricci, F.

Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece. ed. / S. Berkovsky; xx et al. User Modeling Incorporated, 2007. p. 2-7.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

TY - GEN

T1 - Providing context-aware personalization through cross-context reasoning of user modeling data

AU - Berkovsky, S.

AU - Aroyo, L.M.

AU - Heckmann, D.

AU - Houben, G.J.P.M.

AU - Kroner, A.

AU - Kuflik, T.

AU - Ricci, F.

PY - 2007

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N2 - Existing personalization systems base their services on user models that typically disregard the issue of context-awareness. This work focuses on developing mechanisms for cross-context reasoning, i.e., inferences linking user model data in two different contexts. That reasoning process can augment the typically sparse user models, by inferring the missing information from other contextual conditions, and can better support context-aware personalization. Thus, the proposed approach improves existing personalization systems and facilitates provision of more accurate context-aware personalized services.

AB - Existing personalization systems base their services on user models that typically disregard the issue of context-awareness. This work focuses on developing mechanisms for cross-context reasoning, i.e., inferences linking user model data in two different contexts. That reasoning process can augment the typically sparse user models, by inferring the missing information from other contextual conditions, and can better support context-aware personalization. Thus, the proposed approach improves existing personalization systems and facilitates provision of more accurate context-aware personalized services.

M3 - Conference contribution

SP - 2

EP - 7

BT - Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece

A2 - Berkovsky, S.

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PB - User Modeling Incorporated

ER -

Berkovsky S, Aroyo LM, Heckmann D, Houben GJPM, Kroner A, Kuflik T et al. Providing context-aware personalization through cross-context reasoning of user modeling data. In Berkovsky S, et al. X, editors, Proceedings of the International Workshop on Ubiquitous and Decentralized User Modeling (UBIDEUM 2007), (workshop at UM 2007, 11th International Conference on User Modeling), June 26, 2007, Corfu, Greece. User Modeling Incorporated. 2007. p. 2-7