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Privacy-preserving pangenome graphs [PDF]
Nature CommunicationsThe human pangenome reference, often represented as a graph, promises to capture genetic diversity across populations, but open release of individual haplotypes raises significant privacy concerns, including risks of re-identification and inference of ...
Jacob Blindenbach +2 more
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Privacy-Preserving Data Mining and Analytics in Big Data [PDF]
E3S Web of Conferences, 2023 Privacy concerns have gotten more attention as Big Data has spread. The difficulties of striking a balance between the value of data and individual privacy have led to the emergence of privacy-preserving data mining and analytics approaches as a crucial ...
Basha M. John +6 more
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Privacy Preserving Data Mining Using Random Decision Tree Over Partition Data: Survey [PDF]
ITM Web of Conferences, 2022 The development of data mining with data protection and data utility can manage distributed data efficiently. This paper revisits the concepts and techniques of privacy-preserving Random Decision Tree (RDT).
Othman Nashwan Adnan +1 more
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A Privacy-Preserving Scheme for Smart Grid Using Trusted Execution Environment
IEEE Access, 2023 The increasing transformation from the legacy power grid to the smart grid brings new opportunities and challenges to power system operations. Bidirectional communications between home-area devices and the distribution system empower smart grid ...
Mete Akgun +2 more
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Polar Codes for Module-LWE Public Key Encryption: The Case of Kyber
Cryptography, 2023 In modern society, the Internet is one of the most used means of communication. Thus, secure information transfer is inevitably of major importance.
Iason Papadopoulos, Jiabo Wang
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Review of Privacy-preserving Mechanisms in Crowdsensing [PDF]
Jisuanji kexue, 2022 In recent years,the rapid popularity of intelligent terminals has greatly promoted the development of crowdsensing service paradigm,which integrates data collection,analysis and processing.As a necessary base to ensure the safe operation of services and ...
LI Li, HE Xin, HAN Zhi-jie
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Entropy, 2022 Privacy-preserving machine learning has become an important study at present due to privacy policies. However, the efficiency gap between the plain-text algorithm and its privacy-preserving version still exists.
Weiming Wei, Chunming Tang, Yucheng Chen
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Privacy preserving data visualizations
EPJ Data Science, 2021 Data visualizations are a valuable tool used during both statistical analysis and the interpretation of results as they graphically reveal useful information about the structure, properties and relationships between variables, which may otherwise be ...
Demetris Avraam +7 more
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Privacy-Preserving Bin-Packing With Differential Privacy
IEEE Open Journal of Signal Processing, 2022 With the emerging of e-commerce, package theft is at a high level: It is reported that 1.7 million packages are stolen or lost every day in the U.S. in 2020, which costs $25 million every day for the lost packages and the service.
Tianyu Li +2 more
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Privacy-Preserving Blockchain Technologies
Sensors, 2023 The main characteristics of blockchains, such as security and traceability, have enabled their use in many distinct scenarios, such as the rise of new cryptocurrencies and decentralized applications (dApps).
Dalton Cézane Gomes Valadares +4 more
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