[HTML][HTML] A systematic review of Wi-Fi and machine learning integration with topic modeling techniques

D Atzeni, D Bacciu, D Mazzei, G Prencipe - Sensors, 2022 - mdpi.com
Wireless networks have drastically influenced our lifestyle, changing our workplaces and
society. Among the variety of wireless technology, Wi-Fi surely plays a leading role …

Differentiated Location Privacy Protection in Mobile Communication Services: A Survey from the Semantic Perception Perspective

G Qiu, G Tang, C Li, L Luo, D Guo, Y Shen - ACM Computing Surveys, 2023 - dl.acm.org
Mobile communication services raise user privacy concerns in sharing the traveling
trajectories while facilitating people's daily lives. According to these shared trajectories …

AX-CSI: Enabling CSI extraction on commercial 802.11 ax Wi-Fi platforms

F Gringoli, M Cominelli, A Blanco… - Proceedings of the 15th …, 2022 - dl.acm.org
Channel state information (CSI) is paramount to modern Wi-Fi communication systems, as it
allows for proper equalization of frames at the receiver side and enables advanced signal …

AntiSense: Standard-compliant CSI obfuscation against unauthorized Wi-Fi sensing

M Cominelli, F Gringoli, RL Cigno - Computer Communications, 2022 - Elsevier
Abstract Channel State Information (CSI)-based localization with 802.11 has been proven
feasible in multiple scenarios and is becoming a serious threat to people's privacy in …

Openwifi CSI fuzzer for authorized sensing and covert channels

X Jiao, M Mehari, W Liu, M Aslam… - Proceedings of the 14th …, 2021 - dl.acm.org
CSI (Channel State Information) of WiFi systems contains the environment channel
response between the transmitter and the receiver, so the people/objects and their …

A Complete and Comprehensive Semantic Perception of Mobile Travelling for Mobile Communication Services

G Qiu, G Tang, C Li, L Luo, D Guo… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The novel IoT-based data sensing and service mode promotes the booming development of
crowdsensing-based mobile communication services (MCSs). MCS facilitates people's daily …

[PDF][PDF] Practical Obfuscation of BLE Physical-Layer Fingerprints on Mobile Devices

H Givehchian, N Bhaskar, A Redding, H Zhao… - Proc. of IEEE …, 2023 - cseweb.ucsd.edu
Mobile devices continuously beacon Bluetooth Low Energy (BLE) advertisement packets.
This has created the threat of attackers identifying and tracking a device by sniffing its BLE …

Over-the-air adversarial attacks on deep learning Wi-Fi fingerprinting

F Xiao, Y Huang, Y Zuo, W Kuang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Empowered by deep neural networks (DNNs), Wi-Fi fingerprinting has recently achieved
astonishing localization performance to facilitate many security-critical applications in …

Integrating CSI sensing in wireless networks: Challenges to privacy and countermeasures

RL Cigno, F Gringoli, M Cominelli, L Ghiro - IEEE Network, 2022 - ieeexplore.ieee.org
The path toward 6G is still long and blurred, but a few key points seem to be already
decided: integration of many different access networks; adoption of massive MIMO …

Passive device-free multi-point CSI localization and its obfuscation with randomized filtering

M Cominelli, F Gringoli, RL Cigno - 2021 19th Mediterranean …, 2021 - ieeexplore.ieee.org
The use of Channel State Information (CSI) as a means of sensing the environment through
Wi-Fi communications, and in particular to locate the position of unaware people, is moving …