Privacy-preserving inference in crowdsourcing systems

L Xiang, B Li, B Li - 2017 IEEE Conference on Communications …, 2017 - ieeexplore.ieee.org
… the specific example of a crowdsourcing-based indoor localization system. The homomorphic
encryption scheme and the background of differential privacy are also formally introduced. …

Federated KNN-based privacy-preserving position recommendation for indoor consumer applications

PS Varma, V Anand, PK Donta - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
privacy-preserving indoor localization approaches with their benefits and limitations. … applied
differential privacy mechanism. Park et al. [25] aim to optimize the localization accuracy by …

IFed: A novel federated learning framework for local differential privacy in Power Internet of Things

H Cao, S Liu, R Zhao, X Xiong - International Journal of …, 2020 - journals.sagepub.com
privacy of residents. There can be no doubt that applying local differential privacy to achieve
privacy … -off between privacy and utility by traditional local differential privacy obfuscation …

A low-complexity trajectory privacy preservation approach for indoor fingerprinting positioning systems

AM Sazdar, SA Ghorashi, V Moghtadaiee… - Journal of Information …, 2020 - Elsevier
… model in [22] for Wi-Fi based indoor localization using Paillier encryption or Semi-Trusted
Third Parties (STTPs) which preserve the user location privacy and LSP’s fingerprint database. …

Feature fusion federated learning for privacy-aware indoor localization

O Tasbaz, B Farahani, V Moghtadaiee - Peer-to-Peer Networking and …, 2024 - Springer
… Likewise, in [24], artificial noise was incorporated using a differential privacy technique to
enhance user privacy during model parameter updates. In real-world scenarios, the presence …

A novel indoor localization method using passive phase difference fingerprinting based on channel state information

X Dang, J Ren, Z Hao, Y Hei… - International Journal of …, 2019 - journals.sagepub.com
… The device-free channel state information indoor fingerprint localization method may lead to
… In light of these characteristics, this article presents an indoor localization algorithm that is …

Analyzing subgraph statistics from extended local views with decentralized differential privacy

H Sun, X Xiao, I Khalil, Y Yang, Z Qin… - Proceedings of the 2019 …, 2019 - dl.acm.org
… Any analysis of decentralized social networks thus has to ensure rigorous protection of
privacy. In this paper we consider private data collection under the differential privacy scheme [11]…

Practical privacy protection scheme in WiFi fingerprint-based localization

W Wu, S Fu, Y Luo - 2020 IEEE 7th International Conference on …, 2020 - ieeexplore.ieee.org
… (2) We have designed an effective privacy protection indoor localization solution. On the
premise of ensuring the security of the sensitive data of the client and the positioning service …

Prihorus: Privacy-preserving rss-based indoor positioning

Z Hu, Y Li, G Jiang, R Zhang… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
… This paper introduces PriHorus, a privacy-preserving indoor positioning … based indoor
positioning system. PriHorus can protect both users’ location privacy and IPS server’s data privacy

A survey on wireless indoor localization from the device perspective

J Xiao, Z Zhou, Y Yi, LM Ni - ACM Computing Surveys (CSUR), 2016 - dl.acm.org
Privacy: Device-based indoor localization raises many privacy concerns if entities are
tracked by their positions or by analyzing their route history. Although such history analysis may …