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author:

Yu, Zhiyong (Yu, Zhiyong.) [1] | Yu, Zhiwen (Yu, Zhiwen.) [2] | Chen, Yuzhong (Chen, Yuzhong.) [3]

Indexed by:

EI

Abstract:

With the occurrence of large-scale human trajectories, which imply spatial and temporal patterns, the subject of mobility prediction has been widely studied. A number of approaches are proposed to predict the next location of a user. In this paper, we expect to lengthen the temporal dimension of prediction results beyond one hop. To predict the future locations of a user at every time unit within a specified time, we propose a Markov-based multi-hop mobility prediction (Markov–MHMP) algorithm. It is a hybrid approach that considers multiple factors including personal habit, weekday similarity, and collective behavior. On a GPS dataset, our approach performs prediction better than baseline and state-of-the-art approaches under several evaluation criteria. © 2015, Springer Science+Business Media New York.

Keyword:

Clustering algorithms Forecasting Markov processes

Community:

  • [ 1 ] [Yu, Zhiyong]Fuzhou University, Fuzhou, China
  • [ 2 ] [Yu, Zhiwen]Northwestern Polytechnical University, Xi’an, China
  • [ 3 ] [Chen, Yuzhong]Fuzhou University, Fuzhou, China

Reprint 's Address:

  • [yu, zhiyong]fuzhou university, fuzhou, china

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Source :

Mobile Networks and Applications

ISSN: 1383-469X

Year: 2016

Issue: 2

Volume: 21

Page: 367-374

3 . 2 5 9

JCR@2016

2 . 3 0 0

JCR@2023

ESI HC Threshold:175

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 16

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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