2010 TowardsMobilitybasedClustering

• (Liu et al., 2010) ⇒ Siyuan Liu, Yunhuai Liu, Lionel M. Ni, Jianping Fan, and Minglu Li. (2010). “Towards Mobility-based Clustering.” In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2010). doi:10.1145/1835804.1835920

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• http://scholar.google.com/scholar?q=%22Towards+mobility-based+clustering%22+2010
• http://portal.acm.org/citation.cfm?id=1835920&preflayout=flat#citedby

Quotes

Abstract

Identifying hot spots of moving vehicles in an urban area is essential to many smart city applications. The practical research on hot spots in smart city presents many unique features, such as highly mobile environments, supremely limited size of sample objects, and the non-uniform, biased samples. All these features have raised new challenges that make the traditional density-based clustering algorithms fail to capture the real clustering property of objects, making the results less meaningful. In this paper we propose a novel, non-density-based approach called mobility-based clustering. The key idea is that sample objects are employed as “sensors” to perceive the vehicle crowdedness in nearby areas using their instant mobility, rather than the “object representatives”. As such the mobility of samples is naturally incorporated. Several key factors beyond the vehicle crowdedness have been identified and techniques to compensate these effects are proposed. We evaluate the performance of mobility-based clustering based on real traffic situations. Experimental results show that using 0.3% of vehicles as the samples, mobility-based clustering can accurately identify hot spots which can hardly be obtained by the latest representative algorithm UMicro.

References

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2010 TowardsMobilitybasedClustering	Siyuan Liu Yunhuai Liu Lionel M. Ni Jianping Fan Minglu Li			Towards Mobility-based Clustering		KDD-2010 Proceedings		10.1145/1835804.1835920		2010