AIMC Topic: Privacy

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Federated Learning for IoMT-Enhanced Human Activity Recognition with Hybrid LSTM-GRU Networks.

Sensors (Basel, Switzerland) Feb 3, 2025
The proliferation of wearable sensors and mobile devices has fueled advancements in human activity recognition (HAR), with growing importance placed on both accuracy and privacy preservation. In this paper, the author proposes a federated learning fr...
Humans Neural Networks, Computer Machine Learning Internet of Things Human Activities Federated Learning Wearable Electronic Devices Privacy Algorithms
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The 'Sandwich' meta-framework for architecture agnostic deep privacy-preserving transfer learning for non-invasive brainwave decoding.

Journal of neural engineering Jan 23, 2025
. Machine learning has enhanced the performance of decoding signals indicating human behaviour. Electroencephalography (EEG) brainwave decoding, as an exemplar indicating neural activity and human thoughts non-invasively, has been helpful in neural a...
Machine Learning Brain-Computer Interfaces Brain Brain Waves Electroencephalography Privacy Deep Learning Humans Neural Networks, Computer
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Towards practical and privacy-preserving CNN inference service for cloud-based medical imaging analysis: A homomorphic encryption-based approach.

Computer methods and programs in biomedicine Jan 21, 2025
BACKGROUND AND OBJECTIVE: Cloud-based Deep Learning as a Service (DLaaS) has transformed biomedicine by enabling healthcare systems to harness the power of deep learning for biomedical data analysis. However, privacy concerns emerge when sensitive us...
Privacy Computer Security Cloud Computing Diagnostic Imaging Confidentiality Humans Neural Networks, Computer Deep Learning Image Processing, Computer-Assisted Algorithms
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High-reward, high-risk technologies? An ethical and legal account of AI development in healthcare.

BMC medical ethics Jan 15, 2025
BACKGROUND: Considering the disruptive potential of AI technology, its current and future impact in healthcare, as well as healthcare professionals' lack of training in how to use it, the paper summarizes how to approach the challenges of AI from an ...
Health Personnel Delivery of Health Care Personal Autonomy Humans Artificial Intelligence Privacy Confidentiality Liability, Legal
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Utilizing Artificial neural networks (ANN) to regulate Smart cities for sustainable Urban Development and Safeguarding Citizen rights.

Scientific reports Dec 30, 2024
The advent of smart cities has brought about a paradigm shift in urban management and citizen engagement. By leveraging technological advancements, cities are now able to collect and analyze extensive data to optimize service delivery, allocate resou...
Humans Community Participation Urban Renewal Privacy Neural Networks, Computer Computer Security Sustainable Development Cities
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Preserving privacy in healthcare: A systematic review of deep learning approaches for synthetic data generation.

Computer methods and programs in biomedicine Dec 28, 2024
BACKGROUND: Data sharing in healthcare is vital for advancing research and personalized medicine. However, the process is hindered by privacy, ethical, and legal challenges associated with patient data. Synthetic data generation emerges as a promisin...
Confidentiality Privacy Computer Security Information Dissemination Algorithms Humans Delivery of Health Care Deep Learning
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Balancing Between Privacy and Utility for Affect Recognition Using Multitask Learning in Differential Privacy-Added Federated Learning Settings: Quantitative Study.

JMIR mental health Dec 23, 2024
BACKGROUND: The rise of wearable sensors marks a significant development in the era of affective computing. Their popularity is continuously increasing, and they have the potential to improve our understanding of human stress. A fundamental aspect wi...
Wearable Electronic Devices Emotions Privacy Male Stress, Psychological Humans Female Adult Machine Learning
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Safety After Dark: A Privacy Compliant and Real-Time Edge Computing Intelligent Video Analytics for Safer Public Transportation.

Sensors (Basel, Switzerland) Dec 19, 2024
Public transportation systems play a vital role in modern cities, but they face growing security challenges, particularly related to incidents of violence. Detecting and responding to violence in real time is crucial for ensuring passenger safety and...
Humans Safety Transportation Privacy Artificial Intelligence Video Recording Deep Learning
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Evaluation of privacy protection methods of public service advertising visual design in the perspective of artificial intelligence internet of things.

PloS one Dec 2, 2024
With the widespread application of monitoring technology and network storage technology, there are some privacy issues in the process of public service advertising visual design and the process of pushing public service advertising visual design work...
Advertising Privacy Internet of Things Humans Computer Security Artificial Intelligence
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Privacy-preserving federated data access and federated learning: Improved data sharing and AI model development in transfusion medicine.

Transfusion Nov 29, 2024
BACKGROUND: Health data comprise data from different aspects of healthcare including administrative, digital health, and research-oriented data. Together, health data contribute to and inform healthcare operations, patient care, and research. Integra...
Transfusion Medicine Federated Learning Humans Privacy Information Dissemination Artificial Intelligence Precision Medicine Blood Transfusion
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