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Author:

Gui, Zhiming (Gui, Zhiming.) | Xiang, Yu (Xiang, Yu.) | Li, Yujian (Li, Yujian.)

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EI Scopus PKU CSCD

Abstract:

Traditional transaction-based and run-on-a-stand-alone clustering algorithms cannot meet the demand for knowledge discovery in massive trajectories data. This paper presents a MapReduce -based distributed parallel algorithm to extract the hot path from the taxi track. Compared with the hot-zone extracting algorithms based on traditional density-based clustering algorithms, the developed algorithm is concise and easy to implement. Experiments on the actual taxi trajectory data sets show that the algorithm performs well on large-scale distributed data sets.

Keyword:

Parallel algorithms Taxicabs Clustering algorithms Trajectories

Author Community:

  • [ 1 ] [Gui, Zhiming]The College of Computer Science, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Xiang, Yu]The College of Computer Science, Beijing University of Technology, Beijing 100124, China
  • [ 3 ] [Li, Yujian]The College of Computer Science, Beijing University of Technology, Beijing 100124, China

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Source :

Journal of Tsinghua University

ISSN: 1000-0054

Year: 2012

Issue: SUPPL.1

Volume: 52

Page: 29-32,39

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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