Medical Imaging Applications of Federated Learning by Sukhveer Singh Sandhu, Hamed Taheri Gorji, Pantea Tavakolian, Kouhyar Tavakolian, Alireza Akhbardeh

“…Additionally, we discuss the security benefits, highlighting two primary forms of privacy-preserving techniques, including homomorphic encryption and differential privacy. Finally, we provide some background information and context regarding where the contributions lie. …”
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A Novel Digital Signature Scheme for Advanced Asymmetric Encryption Techniques by Farid Lalem, Abdelkader Laouid, Mostefa Kara, Mohammed Al-Khalidi, Amna Eleyan

“…Other asymmetric encryption schemes have been proposed to provide a cloud homomorphic encryption service, where the researchers focused only on how to ensure the homomorphic property. …”
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A trusted decision fusion approach for the power internet of things with federated learning by Wenjing Li, Nan Zhang, Zhu Liu, Shiqian Ma, Huaqiang Ke, Jinfa Wang, Ting Chen

“…The proposed framework utilizes a homomorphic encryption-based federated learning approach to protect private data from leakage. …”
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Oppositional Jellyfish Search Optimizer With Deep Transfer Learning Enabled Secure Content-Based Biomedical Image Retrieval by Ehab Bahaudien Ashary, Sahar Jambi, Rehab B. Ashari, Mahmoud Ragab

“…To accomplish this, the presented ODTL-SCBMIR model initially employs multikey homomorphic encryption (MKHE) with an oppositional jellyfish search optimizer (OJSO) algorithm for security. …”
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A Password Meter without Password Exposure by Pyung Kim, Younho Lee, Youn-Sik Hong, Taekyoung Kwon

“…Our basic idea is straightforward; to adapt fully homomorphic encryption (FHE) schemes to build such a system but its performance achievement is greatly challenging. …”
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Secure and Evaluable Clustering Based on a Multifunctional and Privacy-Preserving Outsourcing Computation Toolkit by Jialin Li, Penghao Lu, Xuemin Lin

“…Although tremendous revolution has been made in the emerging cloud computing technologies over digital devices, privacy gradually becomes a big concern in outsourcing computation. Homomorphic encryption has been proposed to facilitate the preservation of data privacy while computational tasks being executed on ciphertext. …”
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A probabilistic graphical model based data compression architecture for Gaussian sources by Lai, Wai Lok, M. Eng. Massachusetts Institute of Technology

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Secure inference of quantized neural networks by Mehta, Haripriya(Haripriya P.)

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Privacy-preserving user profile matching in social networks by Yi, Xun, Bertino, Elisa, Rao, Fang-Yu, Lam, Kwok-Yan, Nepal, Surya, Bouguettaya, Athman

“…Our solution is built on homomorphic encryption and allows a user to find out matching users with the help of multiple servers without revealing to anyone the query and the queried user profiles in clear. …”
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Investigation of data encryption algorithm for secured transmission of electrocardiograph (ECG) signal by Shaikh, Muhammad Umair, Ahmad, Siti Anom, Wan Adnan, Wan Azizun

“…This problem will be solved by encrypting the signals, using the proposed fully homomorphic encryption (FHE) technique. This study demonstrates contributions by applying these ideas to two classical problems on the natural algorithm calculation and signal processing.…”
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Blockchain-Based Electronic Voting: A Secure and Transparent Solution by Bruno Miguel Batista Pereira, José Manuel Torres, Pedro Miguel Sobral, Rui Silva Moreira, Christophe Pinto de Almeida Soares, Ivo Pereira

“…Digital signatures, homomorphic encryption (He), zero-knowledge proofs (ZKPs), and the Byzantine fault-tolerant consensus method underpin the system. …”
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FedOpt: Towards Communication Efficiency and Privacy Preservation in Federated Learning by Muhammad Asad, Ahmed Moustafa, Takayuki Ito

“…In order to implement FedOpt, we design a novel compression algorithm, namely, Sparse Compression Algorithm (SCA) for efficient communication, and then integrate the additively homomorphic encryption with differential privacy to prevent data from being leaked. …”
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ESPADE: An Efficient and Semantically Secure Shortest Path Discovery for Outsourced Location-Based Services by Bharath K. Samanthula, Divya Karthikeyan, Boxiang Dong, K. Anitha Kumari

“…To address this gap, we propose an efficient and secure solution based on homomorphic encryption properties combined with a novel data aggregation technique. …”
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Differential privacy in edge computing-based smart city Applications:Security issues, solutions and future directions by Aiting Yao, Gang Li, Xuejun Li, Frank Jiang, Jia Xu, Xiao Liu

“…Due to the nature of smart city applications, massive IoT data may contain sensitive information; hence, various privacy-preserving methods, such as anonymity, federated learning, and homomorphic encryption, have been utilised over the years. …”
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Secure secondary utilization system of genomic data using quantum secure cloud by Mikio Fujiwara, Hiroki Hashimoto, Kazuaki Doi, Mamiko Kujiraoka, Yoshimichi Tanizawa, Yusuke Ishida, Masahide Sasaki, Masao Nagasaki

“…However, existing secure secondary use of data, such as multi-party computation or homomorphic encryption, can handle only a limited algorithms and usually requires huge computational resources. …”
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Privacy Preserving Image Encryption with Optimal Deep Transfer Learning Based Accident Severity Classification Model by Uddagiri Sirisha, Bolem Sai Chandana

“…For accident image encryption, the multi-key homomorphic encryption (<i>MKHE</i>) technique with lion swarm optimization (LSO)-based optimal key generation procedure is involved. …”
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Proactive Forensics in IoT: Privacy-Aware Log-Preservation Architecture in Fog-Enabled-Cloud Using Holochain and Containerization Technologies by Kanwal Janjua, Munam Ali Shah, Ahmad Almogren, Hasan Ali Khattak, Carsten Maple, Ikram Ud Din

“…For secure storage and session establishment for logs validation, Paillier Homomorphic Encryption, and SSL with Curve25519 is used respectively. …”
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VDCM: A Data Collection Mechanism for Crowd Sensing in Vehicular Ad Hoc Networks by Juli Yin, Linfeng Wei, Zhiquan Liu, Xi Yang, Hongliang Sun, Yudan Cheng, Jianbin Mai

“…Two sub mechanisms use Paillier homomorphic encryption technology to ensure the security of data aggregation. …”
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Fault-Tolerant Data Aggregation Scheme Supporting Fine-Grained Linear Operation in Smart Grid by Zichao Song, Tanping Zhou, Weidong Zhong, Dong Chen, Longfei Liu, Xiaoyuan Yang

“…Secondly, we construct a privacy-preserving data aggregation scheme without a trusted third party, by combining paillier homomorphic encryption scheme and a secure key agreement protocol. …”
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A New Blockchain-Based Authentication Framework for Secure IoT Networks by Ahmad K. Al Hwaitat, Mohammed Amin Almaiah, Aitizaz Ali, Shaha Al-Otaibi, Rima Shishakly, Abdalwali Lutfi, Mahmaod Alrawad

“…Additionally, for the first time, we have integrated homomorphic encryption to encrypt the IoT data at the user’s end and upload it to the cloud. …”
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