Advanced search
Publication Cover
International Journal of Geographical Information Science Volume 35, 2021 - Issue 4
Submit an article Journal homepage
1,824
Views
21
CrossRef citations to date
0
Altmetric
Research Articles

A BiLSTM-CNN model for predicting users’ next locations based on geotagged social media

Yi Baoa Institute of Remote Sensing and Geographical Information Systems, School of Earth and Space Sciences, Peking University, Beijing, China;b Beijing Key Lab of Spatial Information Integration & Its Applications, Peking University, Beijing, ChinaView further author information
,
Zhou Huanga Institute of Remote Sensing and Geographical Information Systems, School of Earth and Space Sciences, Peking University, Beijing, China;b Beijing Key Lab of Spatial Information Integration & Its Applications, Peking University, Beijing, ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-1255-1913View further author information
ORCID Icon,
Linna Lic Department of Geography, California State University, California, USAView further author information
,
Yaoli Wanga Institute of Remote Sensing and Geographical Information Systems, School of Earth and Space Sciences, Peking University, Beijing, China;b Beijing Key Lab of Spatial Information Integration & Its Applications, Peking University, Beijing, ChinaView further author information
&
Yu Liua Institute of Remote Sensing and Geographical Information Systems, School of Earth and Space Sciences, Peking University, Beijing, China;b Beijing Key Lab of Spatial Information Integration & Its Applications, Peking University, Beijing, ChinaORCID Iconhttps://orcid.org/0000-0002-0016-2902View further author information
ORCID Icon
Pages 639-660 | Received 23 Jul 2019, Accepted 08 Aug 2020, Published online: 26 Aug 2020

Citations (21)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (4)

Bi Yu Chen, Yaohong Ma, Jiale Wang, Tao Jia, Xianglong Liu & William H. K. Lam. (2023) Graph convolutional networks with learnable spatial weightings for traffic forecasting applications. Transportmetrica A: Transport Science 0:0, pages 1-30.
Read now
Naixia Mou, Qi Jiang, Lingxian Zhang, Jiqiang Niu, Yunhao Zheng, Yanci Wang & Tengfei Yang. (2022) Personalized tourist route recommendation model with a trajectory understanding via neural networks. International Journal of Digital Earth 15:1, pages 1738-1759.
Read now
Lin Wan, Han Wang, Yuming Hong, Ran Li, Wei Chen & Zhou Huang. (2022) iTourSPOT: a context-aware framework for next POI recommendation in location-based social networks. International Journal of Digital Earth 15:1, pages 1614-1636.
Read now
Shengwen Li, Renyao Chen, Chenpeng Sun, Hong Yao, Xuyang Cheng, Zhuoru Li, Tailong Li & Xiaojun Kang. (2022) Region-aware neural graph collaborative filtering for personalized recommendation. International Journal of Digital Earth 15:1, pages 1446-1462.
Read now

Articles from other publishers (17)

Wenjing Li, Xiaodan Shi, Dou Huang, Xudong Shen, Jinyu Chen, Hill Hiroki Kobayashi, Haoran Zhang, Xuan Song & Ryosuke Shibasaki. (2023) PredLife: Predicting Fine-Grained Future Activity Patterns. IEEE Transactions on Big Data 9:6, pages 1658-1669.
Crossref
Zhou Huang, Ganmin Yin, Xia Peng, Xiao Zhou & Quanhua Dong. (2023) Quantifying the environmental characteristics influencing the attractiveness of commercial agglomerations with big geo-data. Environment and Planning B: Urban Analytics and City Science 50:9, pages 2470-2490.
Crossref
Yao Yao, Zijin Guo, Chen Dou, Minghui Jia, Ye Hong, Qingfeng Guan & Peng Luo. (2023) Predicting mobile users' next location using the semantically enriched geo-embedding model and the multilayer attention mechanism. Computers, Environment and Urban Systems 104, pages 102009.
Crossref
Yanxiao Jiang, Yuyang Zhang, Yu Liu & Zhou Huang. (2023) A review of urban vitality research in the Chinese world. Transactions in Urban Data, Science, and Technology 2:2-3, pages 81-99.
Crossref
Ganmin Yin, Zhou Huang, Liu Yang, Eran Ben-Elia, Liyan Xu, Bronte Scheuer & Yu Liu. (2023) How to quantify the travel ratio of urban public transport at a high spatial resolution? A novel computational framework with geospatial big data. International Journal of Applied Earth Observation and Geoinformation 118, pages 103245.
Crossref
Lei Shi, Yuankai Luo, Shuai Ma, Hanghang Tong, Zhetao Li, Xiatian Zhang & Zhiguang Shan. (2023) Mobility Inference on Long-Tailed Sparse Trajectory. ACM Transactions on Intelligent Systems and Technology 14:1, pages 1-26.
Crossref
Ye Hong, Henry Martin, Yanan Xin, Dominik Bucher, Daniel J. Reck, Kay W. Axhausen & Martin Raubal. (2023) Conserved quantities in human mobility: From locations to trips. Transportation Research Part C: Emerging Technologies 146, pages 103979.
Crossref
Bayu Prasetiyo Utomo, Widyawan & Muhammad Nur Rizal. (2022) A Systematic Literature Review of Machine Learning to Predict Location in Social Media. A Systematic Literature Review of Machine Learning to Predict Location in Social Media.
Han Wang, Zhou Huang, Xiao Zhou, Ganmin Yin, Yi Bao & Yi Zhang. (2022) DouFu: A Double Fusion Joint Learning Method for Driving Trajectory Representation. Knowledge-Based Systems 258, pages 110035.
Crossref
Takayuki Mizuno, Shouji Fujimoto  & Atushi Ishikawa . (2022) Generation of individual daily trajectories by GPT-2. Frontiers in Physics 10.
Crossref
Qing Miao, Min Li, Wenhui Lin, Zhigang Wang, Huiqin Shao, Junwei Xie, Nanfei Shu & Yuanyuan Qiao. (2022) Human Mobility Prediction with Calibration for Noisy Trajectories. Electronics 11:20, pages 3362.
Crossref
Chenghao Yang & Tongtong Liu. (2022) Social Media Data in Urban Design and Landscape Research: A Comprehensive Literature Review. Land 11:10, pages 1796.
Crossref
Zijian Wan, Lianying Li, Huafei Yu & Min Yang. (2022) A Long Short-Term Memory-Based Approach for Detecting Turns and Generating Road Intersections from Vehicle Trajectories. Sensors 22:18, pages 6997.
Crossref
Pardeep Singla, Manoj Duhan & Sumit Saroha. (2021) An ensemble method to forecast 24-h ahead solar irradiance using wavelet decomposition and BiLSTM deep learning network. Earth Science Informatics 15:1, pages 291-306.
Crossref
Jing Li, Wenyue Guo, Haiyan Liu, Xin Chen, Anzhu Yu & Jia Li. (2021) Predicting User Activity Intensity Using Geographic Interactions Based on Social Media Check-In Data. ISPRS International Journal of Geo-Information 10:8, pages 555.
Crossref
Jian Liu, Bin Meng, Juan Wang, Siyu Chen, Bin Tian & Guoqing Zhi. (2021) Exploring the Spatiotemporal Patterns of Residents’ Daily Activities Using Text-Based Social Media Data: A Case Study of Beijing, China. ISPRS International Journal of Geo-Information 10:6, pages 389.
Crossref
Jing Li, Haiyan Liu, Xiaohui Chen, Guo Wenyue, Lei Kang, Jia Li & Qingbo Zhao. 2021. Spatial Data and Intelligence. Spatial Data and Intelligence 148 163 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.