AIMC Topic: Confidentiality

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Integrating advanced neural network architectures with privacy enhanced encryption for secure and intelligent healthcare analytics.

Scientific reports Aug 19, 2025
Healthcare data protection in our mutually connected era has emerged as an issue of serious concern with private patient information, which has been exposed more often due to data violations and cyber-attacks. Network structures CNN and LSTM as part ...
Humans Confidentiality Privacy Computer Security Neural Networks, Computer Algorithms
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A privacy preserving machine learning framework for medical image analysis using quantized fully connected neural networks with TFHE based inference.

Scientific reports Jul 30, 2025
Medical image analysis using deep learning algorithms has become a basis of modern healthcare, enabling early detection, diagnosis, treatment planning, and disease monitoring. However, sharing sensitive raw medical data with third parties for analysi...
Privacy Computer Security Image Processing, Computer-Assisted Confidentiality Humans Neural Networks, Computer Algorithms Deep Learning Machine Learning
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Blockchain framework with IoT device using federated learning for sustainable healthcare systems.

Scientific reports Jul 23, 2025
The Internet of Medical Things (IoMT) sector has advanced rapidly in recent years, and security and privacy are essential considerations in the IoMT due to the extensive scope and implementation of IoMT networks. Machine learning (ML) and blockchain ...
Machine Learning Delivery of Health Care Confidentiality Humans Blockchain Federated Learning Internet of Things Computer Security
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Enhanced security for medical images using a new 5D hyper chaotic map and deep learning based segmentation.

Scientific reports Jul 2, 2025
Medical image encryption is important for maintaining the confidentiality of sensitive medical data and protecting patient privacy. Contemporary healthcare systems store significant patient data in text and graphic form. This research proposes a New ...
Diagnostic Imaging Confidentiality Deep Learning Image Processing, Computer-Assisted Computer Security Humans Algorithms
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Pursuit of Digital Innovation in Psychiatric Data Handling Practices in Ireland: Comprehensive Case Study.

JMIR human factors Jun 24, 2025
BACKGROUND: Ireland is ranked among the most disadvantageous European countries in terms of mental health challenges. Contrary to general health services that primarily focus on diagnosis and treatment, the mental health sector in Ireland deals with ...
Confidentiality Computer Security Ireland Data Management Mental Health Services Electronic Health Records Surveys and Questionnaires Humans Psychiatry
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Secure healthcare data sharing and attack detection framework using radial basis neural network.

Scientific reports May 2, 2025
Secure medical data sharing and access control play a prominent role. However, it is still unclear how to provide a security architecture that can guarantee the privacy and safety of sensitive medical data. Existing methods are application-specific a...
Neural Networks, Computer Algorithms Confidentiality Information Dissemination Electronic Health Records Humans Computer Security
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Balancing privacy and health integrity: A novel framework for ECG signal analysis in immersive environments.

Computers in biology and medicine May 1, 2025
The widespread use of immersive technologies such as Virtual Reality, Mixed Reality, and Augmented Reality has led to the continuous collection and streaming of vast amounts of sensitive biometric data. Among the biometric signals collected, ECG (ele...
Signal Processing, Computer-Assisted Confidentiality Privacy Algorithms Humans Electrocardiography
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Federated learning with differential privacy for breast cancer diagnosis enabling secure data sharing and model integrity.

Scientific reports Apr 16, 2025
In the digital age, privacy preservation is of paramount importance while processing health-related sensitive information. This paper explores the integration of Federated Learning (FL) and Differential Privacy (DP) for breast cancer detection, lever...
Privacy Machine Learning Computer Security Information Dissemination Breast Neoplasms Humans Female Confidentiality Federated Learning
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Privacy-preserving federated learning for collaborative medical data mining in multi-institutional settings.

Scientific reports Apr 11, 2025
Ensuring data privacy in medical image classification is a critical challenge in healthcare, especially with the increasing reliance on AI-driven diagnostics. In fact, over 30% of healthcare organizations globally have experienced a data breach in th...
Federated Learning Humans Privacy Magnetic Resonance Imaging Data Mining Confidentiality
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Attribute encryption access control method of high dimensional medical data based on fuzzy algorithm.

PloS one Mar 27, 2025
The current approach to data access control predominantly utilizes blockchain technology. However, when dealing with high-dimensional medical data, the inherent transparency of blockchain conflicts with the necessity of protecting patient privacy. Co...
Computer Security Fuzzy Logic Humans Blockchain Confidentiality Algorithms
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