A game-theoretical approach for secure crowdsourcing-based indoor navigation system with reputation mechanism

L Xie, TH Luan, Z Su, Q Xu… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
… [41] proposed a secure and privacy-preserving object-finding system via mobile crowdsourcing
[45] identified three attacks on crowdsourced WiFi-based indoor positioning systems and …

Communication-efficient federated indoor localization with layerwise swapping training-FedAvg

J Liang, Z Liu, Z Zhou, Y Xu - IEICE Transactions on Fundamentals …, 2022 - search.ieice.org
… Several works have proposed crowdsourcing-based systems … fingerprint dataset can be
effectively reduced by inviting ordinary … RSS fingerprint-based indoor localization consists of two …

Providing location information at edge networks: a federated learning-based approach

X Cheng, T Liu, F Shu, C Ma, J Li, J Wang - IEEE Network, 2022 - ieeexplore.ieee.org
localization via crowdsourcing. A common idea to address this issue by performing location
… In [6], authors propose a centralized indoor localization method using pseudo-label (CRNP) …

Device-free localization: A review of non-RF techniques for unobtrusive indoor positioning

F Alam, N Faulkner, B Parr - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
… While the system is technically privacy preserving (no image of the target is captured), it may
not be perceived as such. In fact, the authors themselves mention the need for investigating …

Privacy-preserving distributed iterative localization for wireless sensor networks

L Shi, WX Zheng, Q Liu, Y Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… framework in wireless sensor networks, this article proposes a dual privacy-preserving
Sun, “Privacy-preserving crowdsourced site survey in Wi-Fi fingerprint-based localization,” …

IWFUCIA: An integrated model for Wi-Fi fingerprints radio map updating and localization on changed impact analysis

AM Rajab, B Wang - Pervasive and Mobile Computing, 2023 - Elsevier
… In Wi-Fi fingerprinting indoor localization, automating radio map … testing crowdsourced sample
data from the indoor radio map … a traditional WiFi fingerprint-based positioning algorithm to …

On-device indoor positioning: A federated reinforcement learning approach with heterogeneous devices

F Dou, J Lu, T Zhu, J Bi - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
… federated RL for indoor localization that addresses two major … ) infrastructures, indoor
positioning technologies based on … The RSSI fingerprint-based approach comprises two stages: …

FedBeam: Federated learning based privacy preserved localization for mass-Beamforming in 5GB

D Sharma, A Kumar, RB Battula - … International Conference on …, 2023 - ieeexplore.ieee.org
… The centroid of massive UE’s in any indoor location is used to … a privacy-preserving
federated learningbased localizationlocalization: A privacy-preserving crowdsourcing method,” …

Resilient privacy-preserving distributed localization against dishonest nodes in Internet of Things

X Shi, F Tong, WA Zhang, L Yu - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… framework DILOC, we investigate a resilient privacy-preserving localization scheme. The
differ… Sun, “Privacy-preserving crowdsourced site survey in WiFi fingerprint-based localization,” …

A Survey of Application of Machine Learning in Wireless Indoor Positioning Systems

A Sonny, A Kumar, LR Cenkeramaddi - arXiv preprint arXiv:2403.04333, 2024 - arxiv.org
… A privacy-preserving indoor localization system using IR thermal imaging sensors and …
A fingerprint-based indoor localization approach using WSN is proposed in [96]. RSSI data …