FedGeo: Privacy-Preserving User Next Location Prediction with Federated Learning

Author:

Park Chung1ORCID,Choi Taekyoon2ORCID,Kim Taesan3ORCID,Cho Mincheol3ORCID,Hong Junui4ORCID,Choi Minsung3ORCID,Choo Jaegul5ORCID

Affiliation:

1. SK Telecom / KAIST, Seoul / Daejeon, South Korea

2. Naver, Seongnam, South Korea

3. SK Telelcom, Seoul, South Korea

4. SK Telelcom / KAIST, Seoul / Daejeon, South Korea

5. Korea Advanced Institute of Science and Technology, Daejeon, South Korea

Funder

Institute of Information & communications Technology Planning & Evaluation (IITP)

National Research Foundation of Korea

SK Telecom

Publisher

ACM

Reference26 articles.

1. Luc Anselin . 1995. Local indicators of spatial association---LISA. Geographical analysis 27, 2 ( 1995 ), 93--115. Luc Anselin. 1995. Local indicators of spatial association---LISA. Geographical analysis 27, 2 (1995), 93--115.

2. Daniel J Beutel , Taner Topal , Akhil Mathur , Xinchi Qiu , Titouan Parcollet , and Nicholas D Lane . 2020 . Flower: A Friendly Federated Learning Research Framework. arXiv preprint arXiv:2007.14390 (2020). Daniel J Beutel, Taner Topal, Akhil Mathur, Xinchi Qiu, Titouan Parcollet, and Nicholas D Lane. 2020. Flower: A Friendly Federated Learning Research Framework. arXiv preprint arXiv:2007.14390 (2020).

3. Abhishek Bhowmick , John Duchi , Julien Freudiger , Gaurav Kapoor , and Ryan Rogers . 2018. Protection against reconstruction and its applications in private federated learning. arXiv preprint arXiv:1812.00984 ( 2018 ). Abhishek Bhowmick, John Duchi, Julien Freudiger, Gaurav Kapoor, and Ryan Rogers. 2018. Protection against reconstruction and its applications in private federated learning. arXiv preprint arXiv:1812.00984 (2018).

4. PMF: A privacy-preserving human mobility prediction framework via federated learning;Feng Jie;Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies,2020

5. Identifying Human Mobility via Trajectory Embeddings

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