2010 MineFleet174AnOverviewofaWidely

• (Kargupta et al., 2010) ⇒ Hillol Kargupta, Kakali Sarkar, and Michael Gilligan. (2010). “MineFleet®: An Overview of a Widely Adopted Distributed Vehicle Performance Data Mining System.” In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2010). doi:10.1145/1835804.1835812

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• http://scholar.google.com/scholar?q=%22MineFleet%26%23174%3B%3A+an+overview+of+a+widely+adopted+distributed+vehicle+performance+data+mining+system%22+2010
• http://portal.acm.org/citation.cfm?id=1835812&preflayout=flat#citedby

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Abstract

This paper describes the MineFleet distributed vehicle performance data mining system designed for commercial fleets. MineFleet analyzes high throughput data streams onboard the vehicle, generates the analytics, sends those to the remote server over the wide-area wireless networks and offers them to the fleet managers using stand-alone and web-based user-interface. The paper describes the overall architecture of the system, business needs, and shares experience from successful large-scale commercial deployments. MineFleet is probably one of the first commercially successful distributed data stream mining systems. This patented technology has been adopted, productized, and commercially offered by many large companies in the mobile resource management and GPS fleet tracking industry. This paper offers an overview of the system and offers a detailed analysis of what made it work.

References

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2010 MineFleet174AnOverviewofaWidely	Hillol Kargupta Kakali Sarkar Michael Gilligan			MineFleet®: An Overview of a Widely Adopted Distributed Vehicle Performance Data Mining System		KDD-2010 Proceedings		10.1145/1835804.1835812		2010