A privacy enforcing framework for data streams on the edge

B Sedlak, I Murturi, PK Donta… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recent developments in machine learning (ML) allow for efficient data stream processing
and also help in meeting various privacy requirements. Traditionally, predefined privacy …

Integrating IoT-sensing and crowdsensing with privacy: Privacy-preserving hybrid sensing for smart cities

H Zhu, SCK Chau, G Guarddin, W Liang - ACM Transactions on Internet …, 2022 - dl.acm.org
Data sensing and gathering is an essential task for various information-driven services in
smart cities. On the one hand, Internet of Things (IoT) sensors can be deployed at certain …

Blinder: End-to-end Privacy Protection in Sensing Systems via Personalized Federated Learning

X Yang, O Ardakanian - ACM Transactions on Sensor Networks, 2023 - dl.acm.org
This article proposes a sensor data anonymization model that is trained on decentralized
data and strikes a desirable trade-off between data utility and privacy, even in …

Specification and operation of privacy models for data streams on the edge

B Sedlak, I Murturi, S Dustdar - 2022 IEEE 6th International …, 2022 - ieeexplore.ieee.org
The growing number of Internet of Things (IoT) devices generates massive amounts of
diverse data, including personal or confidential information (ie, sensory, images, etc.) that is …

Privacy Through Diffusion: A White-Listing Approach to Sensor Data Anonymization

X Yang, O Ardakanian - Proceedings of the 5th Workshop on CPS&IoT …, 2023 - dl.acm.org
Generative models have shown great promise in synthesizing high-quality time-series data
that resemble the sensor data generated by mobile and IoT devices, but do not reveal the …

Adversarial Machine Learning-Enabled Anonymization of OpenWiFi Data

S Kuili, K Dabbour, I Hasan, A Herscovich… - arXiv preprint arXiv …, 2024 - arxiv.org
Data privacy and protection through anonymization is a critical issue for network operators
or data owners before it is forwarded for other possible use of data. With the adoption of …

IMAGE AUGMENTATION ON ECG IMAGE DATASET USING GAN

A Pon Bharathi, R Poornima, TS Sasikala… - Journal of Algebraic …, 2022 - publishoa.com
Customized healthcare should organize an environment for the manipulation of reliable and
secure private data. Using Generative Adversarial Networks (GANs), this paper proposes a …

[PDF][PDF] A Complete Bibliography of ACM Transactions on Internet of Things (TIOT)

NHF Beebe - 2024 - netlib.org
A Complete Bibliography of ACM Transactions on Internet of Things (TIOT) Page 1 A
Complete Bibliography of ACM Transactions on Internet of Things (TIOT) Nelson HF Beebe …