Zhixiang FANG, Yaqian NI, Shouqian HUANG. Mobile Phone User Stay Behavior Prediction Method Considering Mobile APP Usage Characterization [J]. Journal of Geo-information Science, 2020, 22(1): 136
- Journal of Geo-information Science
- Vol. 22, Issue 1, 136 (2020)
Fig. 1. Basic procedures of the individual stay behavior prediction method
Fig. 2. The example of individual stay behavior
Fig. 3. Number of location update records for mobile users from Aug.10, 2015 to Aug.29, 2015
Fig. 4. The prediction accuracy distribution of mobile phone user stay behavior
Fig. 5. Comparison of mobile phone user stay behavior prediction results with different feature sets
Fig. 6. The chi-square value of the top20 stay behavior prediction features
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Table 1. The examples of one user′s mobile phone location update data records
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Table 2. The examples of one user′s Internet traffic data records
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Table 3. The statistics of mobile phone user stay behavior from Aug.10, 2015 to Aug.29, 2015
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Table 4. The recognition rate of mobile phone users' home and work location from Aug.10, 2015 to Aug.29, 2015
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Table 5. Comparison of mobile phone user stay behavior prediction effects between different prediction algorithms
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