Mining user preferences of multimedia interfaces with K-modes

Kyriacos A. Chrysostomou; Enrique Frias-Martinez; Sherry Y. Chen; Xiaohui Liu

doi:10.1109/ICSMC.2006.385306

Mining user preferences of multimedia interfaces with K-modes

Kyriacos A. Chrysostomou, Enrique Frias-Martinez, Sherry Y. Chen, Xiaohui Liu

Graduate Institute of Network Learning Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

Interactive multimedia learning systems use sophisticated techniques to present advanced interface features. However, not all users appreciate the strengths of such interface features because of the variations of user backgrounds and skills. In this context, human factors are important issues in deciding user preferences. This study applies a data mining approach to examine user preferences of interface features and to identify the influence of human factors on this issue. K-modes, a data mining technique extensively applied to user modeling, was used to group users' preferences. The results indicated that users' preferences could be divided into eight groups where gender and computer experience significantly influenced the choices made by users.

Original language	English
Title of host publication	2006 IEEE International Conference on Systems, Man and Cybernetics
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	2849-2854
Number of pages	6
ISBN (Print)	1424401003, 9781424401000
DOIs	https://doi.org/10.1109/ICSMC.2006.385306
State	Published - 2006
Event	2006 IEEE International Conference on Systems, Man and Cybernetics - Taipei, Taiwan Duration: 8 Oct 2006 → 11 Oct 2006

Publication series

Name	Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
Volume	4
ISSN (Print)	1062-922X

Conference

Conference	2006 IEEE International Conference on Systems, Man and Cybernetics
Country/Territory	Taiwan
City	Taipei
Period	8/10/06 → 11/10/06

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10.1109/ICSMC.2006.385306

Cite this

Chrysostomou, K. A., Frias-Martinez, E., Chen, S. Y., & Liu, X. (2006). Mining user preferences of multimedia interfaces with K-modes. In 2006 IEEE International Conference on Systems, Man and Cybernetics (pp. 2849-2854). [4274313] (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics; Vol. 4). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICSMC.2006.385306

Chrysostomou, Kyriacos A. ; Frias-Martinez, Enrique ; Chen, Sherry Y. et al. / Mining user preferences of multimedia interfaces with K-modes. 2006 IEEE International Conference on Systems, Man and Cybernetics. Institute of Electrical and Electronics Engineers Inc., 2006. pp. 2849-2854 (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics).

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abstract = "Interactive multimedia learning systems use sophisticated techniques to present advanced interface features. However, not all users appreciate the strengths of such interface features because of the variations of user backgrounds and skills. In this context, human factors are important issues in deciding user preferences. This study applies a data mining approach to examine user preferences of interface features and to identify the influence of human factors on this issue. K-modes, a data mining technique extensively applied to user modeling, was used to group users' preferences. The results indicated that users' preferences could be divided into eight groups where gender and computer experience significantly influenced the choices made by users.",

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Chrysostomou, KA, Frias-Martinez, E, Chen, SY & Liu, X 2006, Mining user preferences of multimedia interfaces with K-modes. in 2006 IEEE International Conference on Systems, Man and Cybernetics., 4274313, Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, vol. 4, Institute of Electrical and Electronics Engineers Inc., pp. 2849-2854, 2006 IEEE International Conference on Systems, Man and Cybernetics, Taipei, Taiwan, 8/10/06. https://doi.org/10.1109/ICSMC.2006.385306

Mining user preferences of multimedia interfaces with K-modes. / Chrysostomou, Kyriacos A.; Frias-Martinez, Enrique; Chen, Sherry Y. et al.

2006 IEEE International Conference on Systems, Man and Cybernetics. Institute of Electrical and Electronics Engineers Inc., 2006. p. 2849-2854 4274313 (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics; Vol. 4).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AB - Interactive multimedia learning systems use sophisticated techniques to present advanced interface features. However, not all users appreciate the strengths of such interface features because of the variations of user backgrounds and skills. In this context, human factors are important issues in deciding user preferences. This study applies a data mining approach to examine user preferences of interface features and to identify the influence of human factors on this issue. K-modes, a data mining technique extensively applied to user modeling, was used to group users' preferences. The results indicated that users' preferences could be divided into eight groups where gender and computer experience significantly influenced the choices made by users.

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Chrysostomou KA, Frias-Martinez E, Chen SY, Liu X. Mining user preferences of multimedia interfaces with K-modes. In 2006 IEEE International Conference on Systems, Man and Cybernetics. Institute of Electrical and Electronics Engineers Inc. 2006. p. 2849-2854. 4274313. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics). doi: 10.1109/ICSMC.2006.385306

Mining user preferences of multimedia interfaces with K-modes

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