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作者:

Wang, Hui (Wang, Hui.) | Huang, Jiajin (Huang, Jiajin.) | Zhou, Erzhong (Zhou, Erzhong.) | Huang, Zhisheng (Huang, Zhisheng.) | Zhong, Ning (Zhong, Ning.)

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EI Scopus SCIE

摘要:

With the increasing popularity of mobile phones, large amounts of real and reliable mobile phone data are being generated every day. These mobile phone data represent the practical travel routes of users and imply the intelligence of them in selecting a suitable route. Usually, an experienced user knows which route is congested in a specified period of time but unblocked in another period of time. Moreover, a route used frequently and recently by a user is usually the suitable one to satisfy the user's needs. Adaptive control of thought-rational (ACT-R) is a computational cognitive architecture, which provides a good framework to understand the principles and mechanisms of information organization, retrieval and selection in human memory. In this paper, we employ ACT-R to model the process of selecting a suitable route of users. We propose a cognition-inspired route evaluation method to mine the intelligence of users in selecting a suitable route, evaluate the suitability of the routes, and then recommend an ordered list of routes for subscribers. Experiments show that it is effective and feasible to evaluate the suitability of the routes inspired by cognition.

关键词:

Mobile phone data Cognition-inspired evaluation Routing service

作者机构:

  • [ 1 ] [Wang, Hui]Beijing Univ Technol, Int WIC Inst, Beijing, Peoples R China
  • [ 2 ] [Huang, Jiajin]Beijing Univ Technol, Int WIC Inst, Beijing, Peoples R China
  • [ 3 ] [Zhou, Erzhong]Beijing Univ Technol, Int WIC Inst, Beijing, Peoples R China
  • [ 4 ] [Zhong, Ning]Beijing Univ Technol, Int WIC Inst, Beijing, Peoples R China
  • [ 5 ] [Huang, Zhisheng]Vrije Univ Amsterdam, Dept Comp Sci, Amsterdam, Netherlands
  • [ 6 ] [Zhong, Ning]Maebashi Inst Technol, Dept Life Sci & Informat, Maebashi, Gunma, Japan

通讯作者信息:

  • 钟宁

    [Zhong, Ning]Beijing Univ Technol, Int WIC Inst, Beijing, Peoples R China

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来源 :

NATURAL COMPUTING

ISSN: 1567-7818

年份: 2015

期: 4

卷: 14

页码: 637-648

2 . 1 0 0

JCR@2022

ESI学科: COMPUTER SCIENCE;

ESI高被引阀值:168

JCR分区:2

中科院分区:4

被引次数:

WoS核心集被引频次: 1

SCOPUS被引频次: 1

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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