FedPos: A federated transfer learning framework for CSI-based Wi-Fi indoor positioning

J Guo, IWH Ho, Y Hou, Z Li - IEEE Systems Journal, 2023 - ieeexplore.ieee.org
… It also allows the crowdsourcing of CSI data. By … for indoor localization. The proposed
framework can also be adopted in other scenarios that have the same privacy-preserving and …

[图书][B] Toward secure and usable indoor positioning

Y Li - 2022 - search.proquest.com
localization accuracy and attack resilience, we propose a multi-vote WiFi-based Indoor
localization … [34] introduced several mechanisms to filter out fake RSS data in crowdsourced IPS …

Differentially Private GANs for Generating Synthetic Indoor Location Data

V Moghtadaiee, M Alishahi, M Rabiei - arXiv preprint arXiv:2404.07366, 2024 - arxiv.org
… in order to generate privacy-preserving indoor location data. … decentralized indoor localization
via mobile crowdsourcing,” … Jin, “Floc: Fingerprint-based indoor localization system under …

A survey on device-free indoor localization and tracking in the multi-resident environment

K Ngamakeur, S Yongchareon, J Yu… - ACM Computing Surveys …, 2020 - dl.acm.org
… There are fingerprint-based localization techniques such as probabilistic methods [55… The
fingerprint collection can be alleviated by crowdsourcing in the device-based localization, but it …

A Three-level Federated Learning Framework for CSI Fingerprint based Indoor Localization in Multiple Servers Environment

J Yan, Y Cui, W Wang - IEEE Communications Letters, 2024 - ieeexplore.ieee.org
… Abdallah, “Federated learning for rss fingerprint-based localization: A privacy-preserving
crowdsourcing method,” in 2020 International Wireless Communications and Mobile …

Challenges of fingerprinting in indoor positioning and navigation

A Pérez-Navarro, J Torres-Sospedra, R Montoliu… - … for Indoor Positioning …, 2019 - Elsevier
… to this problem is crowdsourcing. Wikipedia or OpenStreetMaps are good examples, even
in navigation, such as Waze. It brings new challenges if we rely on crowdsourcing. But then …

Secure indoor positioning against signal strength attacks via optimized multi-voting

Y Li, Y Hu, R Zhang, Y Zhang, T Hedgpeth - Proceedings of the …, 2019 - dl.acm.org
… data in crowdsourced IPS systems. As another example, PriWFL [15] protects user’s location
privacy by encrypting a user’s location query using … to perform indoor localization using fine-…

The Indoor Localization System Based on Federated Learning and RSS Using UWB-OFDM

Y Ibnatta, M Khaldoun, M Sadik - International Conference on Advanced …, 2022 - Springer
… Federated learning for rss fingerprint-based localization: a privacy preserving crowdsourcing
method. In: 2020 International Wireless Communications and Mobile Computing (IWCMC), …

MoLoc: Unsupervised fingerprint roaming for device-free indoor localization in a mobile ship environment

M Chen, K Liu, J Ma, X Zeng, Z Dong… - ieee internet of things …, 2020 - ieeexplore.ieee.org
… AutoFi is a state-ofthe-art fingerprint-based localization with an online-calibration … efficiency
data collection [35]. The fingerprint data update overhead can be reduced via crowdsourced

Simulating federated learning for smartphone based indoor localisation

L Li - 2021 - essay.utwente.nl
using crowdsourcing for indoor wifi fingerprint-based Localisation to collect training data for
machine learning has naturally become a convenient and effective … for privacy preserving