Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Book Chapter Book Chapter Faculty Publications- Book Chapter Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Secure and Private Federated Learning through Encrypted Parameter Aggregation Description An account of the resource This chapter is dedicated to cross-silo private parameter aggregation. ML/DL has demonstrated promising results in a variety of application domains, especially when vast volumes of data are collected in one location, such as a data center or a cloud service. The goal of FL is to improve the quality of ML/DL models while minimizing their drawbacks. Participating devices in an FL task could range in size from a single smartphone or watch to a global corporation housing multiple data centers. It was originally believed that just a little amount of information about the original training data would be carried over into subsequent model updates as FL interactions occurred. The differential privacy framework is concerned with restricting the release of private information while sharing the outcomes of computations or queries performed on a dataset. Recently, many researchers have begun to employ differential privacy while training models in a federated setting. 2024 Saravanan Krishnan, A. Jose Anand, R. Srinivasan, R. Kavitha and S. Suresh. Creator An entity primarily responsible for making the resource Vijayalakshmi K.; Sitharselvam P.M.; Thamarai I.; Ashok J.; Sathish G.; Mayakannan S. Source A related resource from which the described resource is derived Handbook on Federated Learning: Advances, Applications and Opportunities, pp. 80-105. Publisher An entity responsible for making the resource available CRC Press Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1201/9781003384854-4" target="_blank" rel="noreferrer noopener">https://doi.org/10.1201/9781003384854-4</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85179282227&amp;doi=10.1201%2F9781003384854-4&amp;partnerID=40&amp;md5=59abf2775fcdf01df2776ae412f0cc85" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85179282227&amp;doi=10.1201%2f9781003384854-4&amp;partnerID=40&amp;md5=59abf2775fcdf01df2776ae412f0cc85</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-100383750-3; 978-103247162-4 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Vijayalakshmi K., Department of Electrical and Communication Engineering, College of Engineering, National University of Science and Technology, Muscat, Oman; Sitharselvam P.M., RVS Educational Trusts Group of Institutions, Tamilnadu, Dindigul, India; Thamarai I., Department of Computer Science and Engineering, Panimalar Engineering College, Chennai City Campus, Tamil Nadu, Chennai, 600029, India; Ashok J., School of Business and Management, CHRIST (Deemed to be University), Karnataka, Bengaluru, India; Sathish G., Department of Information Technology, St. Martins Engineering College, Telangana, Secunderabad, India; Mayakannan S., Department of Mechanical Engineering, Vidyaa Vikas College of Engineering and Technology, Tiruchengode, Namakkal, India