CN105243128B - 一种基于签到数据的用户行为轨迹聚类方法 - Google Patents
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CN107305667A (zh) * | 2016-04-18 | 2017-10-31 | 滴滴(中国)科技有限公司 | 基于出行习惯的用户画像获取方法及装置 |
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CN111209457B (zh) * | 2019-12-24 | 2020-09-18 | 中国科学院电子学研究所苏州研究院 | 一种目标典型活动模式偏离告警方法 |
CN114120018B (zh) * | 2020-08-25 | 2023-07-11 | 四川大学 | 一种基于人群聚类轨迹熵的空间活力量化方法 |
CN112560910B (zh) * | 2020-12-02 | 2024-03-01 | 中国联合网络通信集团有限公司 | 用户分类方法和装置 |
CN113159408B (zh) * | 2021-04-14 | 2023-11-21 | 交控科技股份有限公司 | 轨道交通站点客流预测方法及装置 |
CN113342283A (zh) * | 2021-06-29 | 2021-09-03 | 招商局金融科技有限公司 | 用户位置信息存储方法、装置、电子设备及可读存储介质 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103049642A (zh) * | 2012-11-19 | 2013-04-17 | 浙江工商大学 | 一种基于熵值法和动态规划的改进K-Means算法的城市高架桥交通流检测方法 |
CN103699801A (zh) * | 2013-12-31 | 2014-04-02 | 深圳先进技术研究院 | 一种时空规律的地铁乘客聚类和边缘检测方法 |
CN104167092A (zh) * | 2014-07-30 | 2014-11-26 | 北京市交通信息中心 | 一种确定出租车上下客热点区域中心的方法以及装置 |
CN104850604A (zh) * | 2015-05-04 | 2015-08-19 | 华中科技大学 | 一种基于张量的用户轨迹挖掘方法 |
-
2015
- 2015-09-29 CN CN201510636889.7A patent/CN105243128B/zh active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103049642A (zh) * | 2012-11-19 | 2013-04-17 | 浙江工商大学 | 一种基于熵值法和动态规划的改进K-Means算法的城市高架桥交通流检测方法 |
CN103699801A (zh) * | 2013-12-31 | 2014-04-02 | 深圳先进技术研究院 | 一种时空规律的地铁乘客聚类和边缘检测方法 |
CN104167092A (zh) * | 2014-07-30 | 2014-11-26 | 北京市交通信息中心 | 一种确定出租车上下客热点区域中心的方法以及装置 |
CN104850604A (zh) * | 2015-05-04 | 2015-08-19 | 华中科技大学 | 一种基于张量的用户轨迹挖掘方法 |
Non-Patent Citations (2)
Title |
---|
PrivateCheckIn:一种移动社交网络中的轨迹隐私保护方法;霍峥 等;《计算机学报》;20130430;第36卷(第4期);716-726页 * |
位置服务社交网络用户行为相似性分析;袁书寒 等;《计算机应用》;20120201;322-325页 * |
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