DP3: A differential privacy-based privacy-preserving indoor localization mechanism

Y Wang, M Huang, Q Jin, J Ma - IEEE Communications Letters, 2018 - ieeexplore.ieee.org
… was proposed [8], which provided privacy guarantee for each SU. In a sense… WiFi fingerprint
indoor localization, in that both schemes aim to protect the data contributors’ location privacy

WiFi fingerprint releasing for indoor localization based on differential privacy

Y Zhu, Y Wang, Q Liu, Y Liu… - 2017 IEEE 28th Annual …, 2017 - ieeexplore.ieee.org
… of differential privacy. We extend the standard definition to the indoor WiFi fingerprint data
for … With a given privacy budget, the proposed method generalizes the original dataset, and …

[HTML][HTML] A differentially private indoor localization scheme with fusion of WiFi and bluetooth fingerprints in edge computing

X Zhang, F He, Q Chen, X Jiang, J Bao, T Ren… - Neural Computing and …, 2022 - Springer
privacy-preserving IPS with fusion of WiFi and BLE fingerprint and propose A differentially
private fingerprint … Adp-FSELM, a novel and effective privacy-preserving indoor localization ML …

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
… a PPWFL scheme for some typical privacy attacks in the system’s WiFi fingerprinting localization.
It combines WiFi fingerprinting localization and machine learning algorithm localization …

[HTML][HTML] Privacy-preserving crowdsourced site survey in WiFi fingerprint-based localization

S Li, H Li, L Sun - EURASIP Journal on Wireless Communications and …, 2016 - Springer
… Further, we employ differential privacy model to … privacy-preserving site survey scheme for
WiFi fingerprint-based localization based on homomorphic encryption and differential privacy

Iot-detective: Analyzing iot data under differential privacy

S Ghayyur, Y Chen, R Yus, A Machanavajjhala… - Proceedings of the …, 2018 - dl.acm.org
… connectivity to WiFi APs, presence of an individual in a video feed, WiFi fingerprinting, as …
Of the different methods for localizing individuals within the building, using WiFi APs to track …

DP-Loc: A Differential Privacy-Based Indoor Localization Scheme with Bilateral Privacy Protection

Y Zhang, H Du, J Cao, G Han, D Zheng - International Conference on …, 2023 - Springer
… ensure the privacy of the LSP fingerprint database from … differential privacy WiFi
fingerprint-based indoor localization scheme. Our contributions are as follows: Existing differential

Preserving privacy in WiFi localization with plausible dummy locations

P Zhao, W Liu, G Zhang, Z Li… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Existing works on WiFi localization preservation employed … used for privacy preservation
in WiFi localization scenarios … To design an effective yet lightweight WiFi localization privacy

Lightweight privacy-preserving scheme in Wi-Fi fingerprint-based indoor localization

G Zhang, A Zhang, P Zhao, J Sun - IEEE Systems Journal, 2020 - ieeexplore.ieee.org
privacy and data privacy with lower cost. The intuition of LWP … , both location privacy and
data privacy can be preserved. … rebirth of privacy-preserving WiFi fingerprint localization with …

Stay connected, leave no trace: Enhancing security and privacy in wifi via obfuscating radiometric fingerprints

LF Abanto-Leon, A Bäuml, GH Sim, M Hollick… - Proceedings of the …, 2020 - dl.acm.org
… 2.1 Channel estimation in WiFi As a prelude to CSI-based fingerprinting, we describe
channel estimation in WiFi throughout this section. Fig. 2 shows the IEEE 802.11ac PHY frame …