Balancing activity recognition and privacy preservation with a multi-objective evolutionary algorithm

A Poli, AM Muñoz-Antón, S Spinsante… - … Conference on Smart …, 2021 - Springer
… can highly limit gender recognition (from 89.37% using all the features to 64.38% after
applying the MOEA algorithm) while only reducing the accuracy of activity recognition by 5.45% …

[HTML][HTML] Privacy-preserving human action recognition with a many-objective evolutionary algorithm

P Climent-Pérez, F Florez-Revuelta - Sensors, 2022 - mdpi.com
… Balancing activity recognition and privacy preservation with multi-objective evolutionary
algorithm. In Proceedings of the 7th EAI International Conference on Smart Objects and …

[PDF][PDF] An Accelerometer-based Privacy Attack on Smartphones.

R De Prisco, A De Santis, R Zaccagnino - ITASEC, 2021 - ceur-ws.org
… For example, human activity recognition [1… 2], age group detection [3], health monitoring and
diagnosis [4], … We provide an accelerometer-based recognizer that works in the table setting …

Privacy implications of accelerometer data: a review of possible inferences

JL Kröger, P Raschke, TR Bhuiyan - … cryptography, security and privacy, 2019 - dl.acm.org
… Weiss and Lockhart emphasize that accelerometer-based gender recognition can work
independently of a subject’s weight and height [56]. Even acoustic vibrations caused by a person’…

[HTML][HTML] An improved privacy attack on smartphones exploiting the accelerometer

R De Prisco, A De Santis, D Malandrino… - Journal of Information …, 2023 - Elsevier
… We propose a new side-channel attack on smartphone speech privacy, developed through
a new accelerometer-based recognizer of words that works in the table setting scenario. …

Privacy and utility preserving sensor-data transformations

M Malekzadeh, RG Clegg, A Cavallaro… - Pervasive and Mobile …, 2020 - Elsevier
… We show that, on gesture and activity recognition tasks, we can prevent inference of … To
evaluate the RAE, we use four benchmark datasets of gesture and activity recognition including …

[PDF][PDF] Privacy-Preserving Human Activity Sensing: A Survey

X Liue - shenjiaxing.github.io
… in human recognition and human activity recognition. No … -of-the-art works for privacy-preserving
human activity sensing. … works in privacy-preserving human activity sensing considering …

PrivGait: An Energy-Harvesting-Based Privacy-Preserving User-Identification System by Gait Analysis

W Xu, W Xue, Q Lin, G Lan, X Feng… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
… However, the major challenge of accelerometer-based gait recognition is the continuous
sampling accelerometer will quickly drain the battery of wearable devices. Energy constraint …

[HTML][HTML] Privacy-preserving human activity sensing: A survey

Y Yang, P Hu, J Shen, H Cheng, Z An, X Liu - High-Confidence Computing, 2024 - Elsevier
privacy issues and corresponding approaches in human recognition and human activity
recognition… of-the-art works for privacy-preserving human activity sensing. Therefore, we expand …

[PDF][PDF] Learning-based Practical Smartphone Eavesdropping with Built-in Accelerometer.

Z Ba, T Zheng, X Zhang, Z Qin, B Li, X Liu, K Ren - NDSS, 2020 - ndss-symposium.org
… this setup and explore accelerometer-based speech recognition and reconstruction … activity
recognition, 50 Hz is also more than sufficient since the frequencies of most human activities