Visitor Behavior Analysis based on Large-scale Wi-Fi Location Data

被引:2
|
作者
Maruta, Masaki [1 ]
Sano, Yuta [1 ]
Yamaguchi, Kohei [1 ]
Mine, Tsunenori [2 ]
机构
[1] Kyushu Univ, Grad Sch Informat Sci & Elect Engn, Nishi Ku, 744 Motooka, Fukuoka 8190395, Japan
[2] Kyushu Univ, Fac Informat Sci & Elect Engn, Nishi Ku, Fukuoka 8190395, Japan
关键词
Wi-Fi location data; visitor estimation; category label; clustering; K-Means; booth vector;
D O I
10.1109/IIAI-AAI.2015.194
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper aims to interpret visitor behaviors by analyzing a large scale Wi-Fi location data obtained at Interop Tokyo 2014. We first detected a situation of a visitor's stay at a booth, calculated the sojourn time of the visitor and represented each visitor as a booth vector whose element value is the total sojourn time of the visitor at a booth. Then, we classified the visitors by k-Means. By using category labels of each booth, we analyzed characteristics of clusters. The results illustrate that some categories appear at the top rank of most clusters, and the area of the booths included in each cluster is mostly some specific small one, not the entire one.
引用
收藏
页码:55 / 60
页数:6
相关论文
共 50 条
  • [31] Large-Scale Location-Aware Services in Access: Hierarchical Building/Floor Classification and Location Estimation using Wi-Fi Fingerprinting Based on Deep Neural Networks
    Kim, K. S.
    Wang, R.
    Zhong, Z.
    Tan, Z.
    Song, H.
    Cha, J.
    Lee, S.
    2017 INTERNATIONAL WORKSHOP ON FIBER OPTICS IN ACCESS NETWORK (FOAN), 2017,
  • [32] A Study on Autoencoder-based Reconstruction Method for Wi-Fi Location Data with Erasures
    Ohki, Tetsushi
    Otsuka, Akira
    PROCEEDINGS OF THE 2017 WORKSHOP ON MULTIMEDIA PRIVACY AND SECURITY (MPS'17), 2017, : 13 - 18
  • [33] A Solution of Ubiquitous location based on GPS and Wi-Fi ULGW
    Yang Fan
    Dong Aoshuang
    HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 2, PROCEEDINGS, 2009, : 260 - 263
  • [34] Location-Aware Services based on Wi-Fi Network
    Wen, Yun-Hui
    Kao, Hsiao-Wen
    Chang, Hsu-Sheng
    Ju, Gwo-Hwa
    2014 16TH ASIA-PACIFIC NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (APNOMS), 2014,
  • [35] Research on Wi-Fi indoor location security based on CNN
    Cheng L.
    Zhu H.
    Ma H.
    Yuan H.
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2023, 51 (02): : 46 - 51
  • [36] Indoor Wi-Fi Positioning Algorithm Based on Location Fingerprint
    Cui, Xuerong
    Wang, Mengyan
    Li, Juan
    Ji, Meiqi
    Yang, Jin
    Liu, Jianhang
    Huang, Tingpei
    Chen, Haihua
    MOBILE NETWORKS & APPLICATIONS, 2021, 26 (01): : 146 - 155
  • [37] A Design of Irregular Grid Map for Large-Scale Wi-Fi LAN Fingerprint Positioning Systems
    Kim, Jae-Hoon
    Min, Kyoung Sik
    Yeo, Woon-Young
    SCIENTIFIC WORLD JOURNAL, 2014,
  • [38] Indoor Wi-Fi Positioning Algorithm Based on Location Fingerprint
    Xuerong Cui
    Mengyan Wang
    Juan Li
    Meiqi Ji
    Jin Yang
    Jianhang Liu
    Tingpei Huang
    Haihua Chen
    Mobile Networks and Applications, 2021, 26 : 146 - 155
  • [39] + Wi-Fi switches scale down
    Dornan, Andy
    Network Magazine, 2004, 19 (12):
  • [40] Dealing with Insufficient Location Fingerprints in Wi-Fi Based Indoor Location Fingerprinting
    Dong, Kai
    Ling, Zhen
    Xia, Xiangyu
    Ye, Haibo
    Wu, Wenjia
    Yang, Ming
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2017,