In this issue, vol. 27, issue 2, February 2023, 23 papers are published related to the Special Issue on Federated Learning for privacy preservation of Healthcare data in Internet of Medic.
A Simple Federated Learning-based Scheme for Security Enhancement over Internet of Medical Things.
Xu, Zhiang;Guo, Yijia;Chakraborty, Chinmay;Hua , Qiaozhi;Chen, Shengbo; Yu, Keping.
Federated-Learning Based Privacy Preservation and Fraud-Enabled Blockchain IoMT System for Healthcare.
lakhan, Abdullah;Mohammed, Mazin; Nedoma, Jan; Martinek, Radek; Tiwari, Prayag; Vidyarthi, Ankit;Alkhayyat, Ahmed; Wang, Weiyu.
Restricted Boltzmann machine Assisted Secure Serverless Edge System for Internet of Medical Things.
Lakhan, Abdullah; Mohammed, Mazin; Ahmed, Rashid; KADRY, Seifedine; Hameed Abdulkareem, Karrar; Nedoma, Jan; Martinek, Radek; Razzak, Imran.
Federated Learning for Privacy Preservation of Healthcare Data from Smartphone-based Side-Channel Attacks.
Rehman, Abdul; Razzak, Imran; Xu, Guandong.
On the Physical Layer Security of Federated Learning based IoMT Networks.
Ahmed, Junaid; Nguyen, Tu; Ali, Bakhtiar; Javed, Awais; Mirza, Jawad.
A Privacy-preserving Medical Data Sharing Scheme Based on Blockchain.
Xu, Guangquan; Qi, Chen; Dong, Wenyu; Gong, Lixiao; Liu, Shaoying; Chen, Si; Liu, Jian; Zheng, Xi.
Blockchain-based Privacy Preservation Scheme for Misbehavior Detection in Lightweight MIoT Devices.
Rahmadika, Sandi;Astillo, Philip Virgil;Choudhary, Gaurav;Duguma, Daniel Gerbi; Sharma, Vishal; You, Ilsun.
Dew-Cloud based Hierarchical Federated Learning for Intrusion Detection in IoMT.
Singh, Parminder;Singh, Gurjot; Kaur, Avinash; Hedabou, Mustapha; Gurtov, Andrei.
Block-based Privacy-preserving Healthcare Data Ranked Retrieval in Encrypted Cloud File Systems.
Wang, Na; Zhang, Shancheng; Zhang, Zheng;Fu, Junsong;Liu, Jianwei; Wang, Ruijin.
Privacy enhancing and scalable federated learning to accelerate AI implementation in cross-silo and IoMT environments.
Rachakonda, Siddartha; Moorthy, Shiva; Jain, Anshul; Bukharev, Aleksandr; Bucur, Anca; Manni, Francesca; Quiterio, Thaise; Joosten, Lex; Irisarri Mendez, Nancy.
E2EGI : End-to-End Gradient Inversion in Federated Learning.
Li, Zhaohua; Wang, Le; Chen, Guangyao; zhang, zhiqiang; Shafiq, Muhammad; Gu, Zhaoquan.
Hyper-Graph Attention Based Federated Learning Method For Mental Health Detection.
Ahmed, Usman; Lin, Jerry Chun-Wei; Srivastava, Gautam.
Federated Learning for Privacy Preservation in Smart Healthcare Systems: A Comprehensive Survey.
Ali, Mansoor; Naeem, Faisal; Tariq, Muhammad; Kaddoum, Georges.
Handling Privacy-Sensitive Medical Data with Federated Learning: Challenges and Future Directions.
Aouedi, Ons; Sacco, Alessio; Piamrat, Kandaraj; Marchetto, Guido.
Application of Robust Zero-Watermarking Scheme Based on Federated Learning for Securing the Healthcare Data.
Han, Baoru; Jhaveri, Rutvij; Wang, Han; Qiao, Dawei; Du, Jinglong.
MRCG: A MRI Retrieval System with Convolutional and Graph Neural Networks for Secure and Private IoMT.
Tang, Zhiri; Sun, Poly Z.H.; Wu, Edmond; Wei, Chuan-Feng; Ming, Dong; Chen, Shengdi.
IoMT: A COVID-19 Healthcare System driven by Federated Learning and Blockchain.
Omaji, Samuel; Omojo, A. B.; Onuja, Abdulkarim; Sunday, Y.; Tiwari, Prayag; Gupta, Deepak; Hafeez, G.; Yahaya, A. S.; Fatoba, O. J.; Shamshirband, Shahab.
Federated Machine Learning for Detection of Skin Diseases and Enhancement of Internet of Medical Things (IoMT) Security.
Hossen, Md. Nazmul; Panneerselvam, Vijayakumari; Koundal, Deepika; Ahmed, Kawsar; Bui, Francis; Ibrahim, Sobhy.
Privacy preserving multi-source domain adaptation for medical data.
Han, Tianyi; Gong, Xiaoli; Feng, Fan; Zhang, Jin; Sun, Zhe; Zhang, yu.
Privacy-Preserving Federated Learning for Internet of Medical Things under Edge Computing.
Wang, Ruijin; Lai, Jinshan; Zhang, Zhiyang; Li, Xiong; Vijayakumar, Pandi; Karuppiah, Marimuthu.
Federated Learning for IoMT Applications: A Standardisation and Benchmarking Framework of Intrusion Detection Systems.
Alamleh, Amneh; Albahri, O. S.; Zaidan, A.A;Albahri, A.S;Alamoodi, A.H; Zaidan, B.B; Qahtan, Sarah; Alsatar, H.A; Al-Samarraay, Mohammed S; Jasim, Ali Najm.
Anti-Jamming Strategies for Federated Learning Internet of Medical Things: A Game Approach.
Ruby, Rukhsana; Yang, Hailiang; Wu, Kaishun.