..., the authors use Federated Learning Algorithm Based On Matrix Mapping For Data Privacy over Edge Computing. Findings By using Softmax layer probability distribution for model byzantine tolerance can be increased from 40% to 45% in the blocking-convergence attack, and the edge backdoor attack can be stopped...

... Soni can be contacted at: Soni.mukesh15@gmail.com 17 03 2022 09 05 2022 04 06 2022 © Emerald Publishing Limited 2022 Emerald Publishing Limited Licensed re-use rights only Edge computing Federated learning Energy balancing Greedy algorithm Multi-tasking...

... of IIBES with the existing system and to provide security analysis for the same and the proposed system can be used for the security in federated learning. Findings Furthermore, it can be implemented using other encryption/decryption algorithms like elliptic curve cryptography (ECC) to compare...

... and A k = J 2 ( P R I D k ) . In this phase, we create the GG-key and it is achieved through two subphases described below. SSD Federated learning Security Data sharing Efficiency CSP API Cloud storage To improve model security, an identity-based encryption strategy...

... the anchor node and the unknown node, the location of the unknown node may be determined using either the trilateral technique or the maximum probability estimate approach, depending on the circumstances using federated learning. Findings Improvisation of localization for wireless sensor network has...

... threats of botnets to the home and personal Internet of Things (IoT), especially for the objective problem of insufficient resources for anomaly detection in the home environment, a novel kernel density estimation-based federated learning-based lightweight Internet of Things anomaly traffic detection...

... information with a neighboring sensor and sends it to the Fog server integrated with federated learning, which encrypts data to the existing data. The fog server performs the operations on the measured data, and the values are stored in the local storage area and later it is updated to the cloud server...

... allowing for fine-grained access control. According to an analysis of security needs, this work fulfills the privacy and integrity of health information using federated learning. Originality/value The Internet of Things (IoT) technology and smart diagnostic implants have enhanced health-care systems...

... area region Table 1 briefly describes the main characteristics of the aerial photos for the study area. Genetic algorithm Vehicle routing problem Transportation system Federated learning Geographical information systems Among the various evolutionary algorithms, GA is considered...