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Detecting Trends in Social Bookmarking Systems: A del.icio.us Endeavor

Detecting Trends in Social Bookmarking Systems: A del.icio.us Endeavor

Robert Wetzker, Carsten Zimmermann, Christian Bauckhage
ISBN13: 9781613504741|ISBN10: 1613504748|EISBN13: 9781613504758
DOI: 10.4018/978-1-61350-474-1.ch003
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MLA

Wetzker, Robert, et al. "Detecting Trends in Social Bookmarking Systems: A del.icio.us Endeavor." Exploring Advances in Interdisciplinary Data Mining and Analytics: New Trends, edited by David Taniar and Lukman Hakim Iwan, IGI Global, 2012, pp. 34-51. https://doi.org/10.4018/978-1-61350-474-1.ch003

APA

Wetzker, R., Zimmermann, C., & Bauckhage, C. (2012). Detecting Trends in Social Bookmarking Systems: A del.icio.us Endeavor. In D. Taniar & L. Iwan (Eds.), Exploring Advances in Interdisciplinary Data Mining and Analytics: New Trends (pp. 34-51). IGI Global. https://doi.org/10.4018/978-1-61350-474-1.ch003

Chicago

Wetzker, Robert, Carsten Zimmermann, and Christian Bauckhage. "Detecting Trends in Social Bookmarking Systems: A del.icio.us Endeavor." In Exploring Advances in Interdisciplinary Data Mining and Analytics: New Trends, edited by David Taniar and Lukman Hakim Iwan, 34-51. Hershey, PA: IGI Global, 2012. https://doi.org/10.4018/978-1-61350-474-1.ch003

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Abstract

The authors present and evaluate an approach to trend detection in social bookmarking systems using a probabilistic generative model in combination with smoothing techniques. Social bookmarking systems are gaining major interest among researchers in the areas of data mining and Web intelligence, since they provide a large amount of user-generated annotations and reflect the interest of millions of people. Based on a vast corpus of approximately 150 million bookmarks found at del.icio.us, the authors analyze bookmarking and tagging patterns and discuss evidence that social bookmarking systems are vulnerable to spamming. They present a method to limit the impact of spam on a trend detector and provide conclusions as well as directions for future research.

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