Information diffusion approach to cold-start problem

Masayuki Ishikawa; Peter Geczy; Noriaki Izumi; Takeshi Morita; Takahira Yamaguchi

doi:10.1109/WIIATW.2007.4427556

Information diffusion approach to cold-start problem

Masayuki Ishikawa, Peter Geczy, Noriaki Izumi, Takeshi Morita, Takahira Yamaguchi

Department of Industrial and Systems Engineering

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

15 Citations (Scopus)

Abstract

Cold-start problem is eminent when dealing with new users and new or updated items in web environments. To approach the problem we draw motivation from the innovation diffusion theory. We thoroughly analyzed the information diffusion in the studied large scale corporate portal and discovered that innovators play the key role in the information spread. Applying these findings we introduce a novel effective solution to the cold-start problem by providing recommendations based on the browsing features of identified selected innovators. The system has been experimentally tested and evaluated.

Original language	English
Title of host publication	Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007
Pages	129-132
Number of pages	4
DOIs	https://doi.org/10.1109/WIIATW.2007.4427556
Publication status	Published - 2007 Dec 1
Event	2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007 - Silicon Valley, CA, United States Duration: 2007 Nov 2 → 2007 Nov 5

Publication series

Name	Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007

Other

Other	2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007
Country	United States
City	Silicon Valley, CA
Period	07/11/2 → 07/11/5

ASJC Scopus subject areas

Artificial Intelligence
Computer Networks and Communications

Access to Document

10.1109/WIIATW.2007.4427556

Cite this

Ishikawa, M., Geczy, P., Izumi, N., Morita, T., & Yamaguchi, T. (2007). Information diffusion approach to cold-start problem. In Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007 (pp. 129-132). [4427556] (Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007). https://doi.org/10.1109/WIIATW.2007.4427556

Information diffusion approach to cold-start problem. / Ishikawa, Masayuki; Geczy, Peter; Izumi, Noriaki; Morita, Takeshi; Yamaguchi, Takahira.

Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007. 2007. p. 129-132 4427556 (Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007).

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

Ishikawa, M, Geczy, P, Izumi, N, Morita, T & Yamaguchi, T 2007, Information diffusion approach to cold-start problem. in Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007., 4427556, Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007, pp. 129-132, 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007, Silicon Valley, CA, United States, 07/11/2. https://doi.org/10.1109/WIIATW.2007.4427556

Ishikawa M, Geczy P, Izumi N, Morita T, Yamaguchi T. Information diffusion approach to cold-start problem. In Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007. 2007. p. 129-132. 4427556. (Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007). https://doi.org/10.1109/WIIATW.2007.4427556

Ishikawa, Masayuki ; Geczy, Peter ; Izumi, Noriaki ; Morita, Takeshi ; Yamaguchi, Takahira. / Information diffusion approach to cold-start problem. Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007. 2007. pp. 129-132 (Proceedings - 2007 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, WI-IAT Workshops 2007).

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Information diffusion approach to cold-start problem

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