Advanced Search
Volume 38 Issue 3
Mar.  2016
Turn off MathJax
Article Contents
HU Yahui, LI Shijun, YU Wei, YANG Sha, FANG Qiqing. Inferring Social Roles with Spatio-temporal Awareness[J]. Journal of Electronics & Information Technology, 2016, 38(3): 517-522. doi: 10.11999/JEIT150700
Citation: HU Yahui, LI Shijun, YU Wei, YANG Sha, FANG Qiqing. Inferring Social Roles with Spatio-temporal Awareness[J]. Journal of Electronics & Information Technology, 2016, 38(3): 517-522. doi: 10.11999/JEIT150700

Inferring Social Roles with Spatio-temporal Awareness

doi: 10.11999/JEIT150700
Funds:

The National Natural Science Foundation of China (61272109), The Fundamental Research Funds for Central Universities (2042014kf0057), The National Natural Science Foundation of Hubei Province of China (2014CFB289), Air Force Early Warning Academy (2013ZDJC0101)

  • Received Date: 2015-06-08
  • Rev Recd Date: 2015-09-16
  • Publish Date: 2016-03-19
  • With the development of big data and information technology, a better understanding of users trajectories is of great importance for the design of many applications, such as personalized recommendation, behavioral targeting and computational advertising. In this paper, with the theory of urban computing based on big data, a model of recognizing information veracity of users on the social media networks is proposed. The behavior characteristics of users trajectories based on context awareness are analyzed. The model of recognizing the truth of social roles is formalized and built. The subjectivity of recognizing users roles is overcomed. Furthermore, experiments are conducted with large-scale and real-world datasets. The results show that the proposed model offers a powerful ability for recognition of truth social roles.
  • loading
  • 王静远, 李超, 熊璋, 等. 以数据为中心的智慧城市研究综述[J]. 计算机研究与发展, 2014, 51(2): 239-259.
    WANG Jingyuan, LI Chao, XIONG Zhang, et al. Survey of data-centric smart city[J]. Journal of Computer Research and Development, 2014, 51(2): 239-259.
    李鹏, 于晓洋, 孙渤禹, 等. 基于用户群组行为分析的视频推荐方法研究[J]. 电子与信息学报, 2014, 36(6): 1485-1491. doi: 10.3724/SP.J.1146.2013.01225.
    LI Peng, YU Xiaoyang, SUN Boyu, et al. Video recommendation method based on group user behavior analysis[J]. Journal of Electronics Information Technology, 2014, 36(6): 1485-1491. doi: 10.3724/SP.J.1146.2013.01225.
    徐风苓, 孟祥武, 王立才. 基于移动用户上下文相似度的协同过滤推荐算法[J]. 电子与信息学报, 2011, 33(11): 2785-2789. doi: 10.3724/SP.J.1146.2011.00384.
    XU Fengling, MENG Xiangwu, and WANG Licai. A collaborative filtering recommendation algorithm based on context similarity for mobile users[J]. Journal of Electronics Information Technology, 2011, 33(11): 2785-2789. doi: 10.3724/SP.J.1146.2011.00384.
    PAN Gang, QI Guande, ZHANG Wangsheng, et al. Trace analysis and mining for smart cities: Issues, methods, and applications[J]. IEEE Communications Magazine, 2013, 51(6): 120-126.
    王玉斌, 孟祥武, 胡勋. 一种基于信息老化的协同过滤推荐算法[J]. 电子与信息学报, 2013, 35(10): 2391-2396. doi: 10.3724/SP.J.1146.2012.01473.
    WANG Yubin, MENG Xiangwu, and HU Xun. Information aging-based collaborative filtering recommendation algorithm[J]. Journal of Electronics Information Technology, 2013, 35(10): 2391-2396. doi: 10.3724/SP.J.1146. 2012.01473.
    YAN Zhixian, CHAKRABOTRY D, PARENT C, et al. Semantic trajectories: Mobility data computation and annotation[J]. ACM Transactions on Intelligent Systems and Technology, 2012, 9(4): 39: 1-39: 34.
    YING J J C, LEE W C, and TSENG V S. Mining geographic-temporal-semantic patterns in trajectories for location prediction[J]. ACM Transactions on Intelligent Systems and Technology, 2013, 5(1): 2:1-2:34.
    HENDERSON K, GALLAGHER B, ELIASSI-RAD T, et al. RolX: Structural role extraction mining in large graphs[C]. Proceeding of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Beijing, 2012: 1231-1239.
    马宇驰, 杨宁, 谢琳, 等. 基于轨迹时空关联语义和时态熵的移动对象社会角色发现[J]. 计算机研究与发展, 2012, 49(10): 2153-2160.
    MA Yuchi, YANG Ning, XIE Lin, et al. Social roles discovery of moving objects based on spatial temporal associated semantics and temporal entropy of trajectories[J]. Journal of Computer Research and Development, 2012, 49(10): 2153-2160.
    MCPHERSON M, SMITH-LOVIN L, and COOK J M. Birds of a feather: homophily in social networks [J]. Annual Review of Sociology, 2001(27): 415-444.
    MISLOVE A, VISWANATH B, KRISHNA P G, et al. You are who you know: Inferring user profiles in online social networks[C]. Proceedings of the 3rd International Conference on Web Search and Web Data Mining, New York, 2010: 251-260.
    TAN Chenhao, LEE Lililan, TANG Jie, et al.. User-level sentiment analysis incorporating social networks[C]. Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Diego, 2011: 1397-1405.
    TANG J, LOU T, and KLEINBERG J. Inferring social ties across heterogeneous networks[C]. Proceedings of the 5th International Conference on Web Search and Web Data Mining, Seattle, 2012: 743-752.
    ZHAO Yuchen, WANG Guan, YU Philip S, et al. Inferring social roles and statuses in social networks[C]. Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Chicago, 2013: 695-703.
    YUAN Jing, ZHENG Yu, and XIE Xing. Discovering regions of different functions in a city using human mobility and pois[C]. Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Beijing, 2012: 186-194.
    YUAN Jing, ZHENG Yu, XIE Xing, et al. Discovering urban functional zones using latent activity trajectories[J]. IEEE Transactions on Knowledge and Data Engineering, 2015, 27(3): 712-725.
    CHO E, MYERS S A, and LESKOVEC J. Friendship and mobility: User movement in location-based social networks[C]. Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Diego, 2011: 1082-1090.
    马武彬, 刘明星, 黄宏斌, 等. 依据历史轨迹构建城市出租车移动概率模型[J]. 国防科技大学学报, 2014, 36(6): 129-134.
    MA Wubin, LIU Mingxing, HUANG Hongbin, et al. The moving probability model of urban cabs based on history trajectory[J]. Journal of National University of Defense Technology, 2014, 36(6): 129-134.
    YING Jiaching, LU Chan, LEE Wangchien, et al. Mining user similarity from semantic trajectories[C]. Proceedings of the 2010 International Workshop on Location Based Social Networks, San Jose, 2010: 19-26
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (1297) PDF downloads(686) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return