Applications Of Federated Learning In Technological Advancements
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Applications Of Federated Learning In Technological Advancements
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Author : S. Jayachitra
language : en
Publisher: CRC Press
Release Date : 2025-09-02
Applications Of Federated Learning In Technological Advancements written by S. Jayachitra and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-09-02 with Computers categories.
This book explores the applications and advancements of federated learning across diverse sectors, focusing on its integration with cutting- edge technologies like Internet of Things (IoT), artificial intelligence (AI), blockchain, and digital twins. Real-world examples and case studies illustrate federated learning’s role in healthcare, smart cities, and maritime applications while addressing critical concerns such as security. It provides insights into federated learning’s transformative potential, offering practical strategies for intelligent systems and sustainable environments. The book particularly: • Focuses on the federated learning–based model optimization, addressing the significance of IoT and federated learning in the evolution of intelligent systems for various applications; • Describes the different optimization techniques of federated learning systems from a practical point of view; • Highlights economic, social, and environmental impacts of smart technologies and provides insights into IoT, 5G/ 6G communication, and computing standards; • Provides analysis of the use cases of federated learning regarding the development of IoT, AI, blockchain, digital twins; • Offers strategies for overcoming challenges associated with federated learning systems, including connectivity, computation, threats, privacy, and security issues. It covers fundamental concepts, practical implementations, and trends, to serve as a reference resource for professionals and researchers in the field.
Federated Learning Systems
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Author : Muhammad Habib ur Rehman
language : en
Publisher: Springer Nature
Release Date : 2021-06-11
Federated Learning Systems written by Muhammad Habib ur Rehman and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-11 with Technology & Engineering categories.
This book covers the research area from multiple viewpoints including bibliometric analysis, reviews, empirical analysis, platforms, and future applications. The centralized training of deep learning and machine learning models not only incurs a high communication cost of data transfer into the cloud systems but also raises the privacy protection concerns of data providers. This book aims at targeting researchers and practitioners to delve deep into core issues in federated learning research to transform next-generation artificial intelligence applications. Federated learning enables the distribution of the learning models across the devices and systems which perform initial training and report the updated model attributes to the centralized cloud servers for secure and privacy-preserving attribute aggregation and global model development. Federated learning benefits in terms of privacy, communication efficiency, data security, and contributors’ control of their critical data.
Federated Learning
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Author : Qiang Yang
language : en
Publisher: Springer Nature
Release Date : 2020-11-25
Federated Learning written by Qiang Yang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-11-25 with Computers categories.
This book provides a comprehensive and self-contained introduction to federated learning, ranging from the basic knowledge and theories to various key applications. Privacy and incentive issues are the focus of this book. It is timely as federated learning is becoming popular after the release of the General Data Protection Regulation (GDPR). Since federated learning aims to enable a machine model to be collaboratively trained without each party exposing private data to others. This setting adheres to regulatory requirements of data privacy protection such as GDPR. This book contains three main parts. Firstly, it introduces different privacy-preserving methods for protecting a federated learning model against different types of attacks such as data leakage and/or data poisoning. Secondly, the book presents incentive mechanisms which aim to encourage individuals to participate in the federated learning ecosystems. Last but not least, this book also describes how federated learning can be applied in industry and business to address data silo and privacy-preserving problems. The book is intended for readers from both the academia and the industry, who would like to learn about federated learning, practice its implementation, and apply it in their own business. Readers are expected to have some basic understanding of linear algebra, calculus, and neural network. Additionally, domain knowledge in FinTech and marketing would be helpful.”
Proceedings Of Icactce 23 The International Conference On Advances In Communication Technology And Computer Engineering
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Author : Celestine Iwendi
language : en
Publisher: Springer Nature
Release Date : 2023-09-23
Proceedings Of Icactce 23 The International Conference On Advances In Communication Technology And Computer Engineering written by Celestine Iwendi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-23 with Technology & Engineering categories.
Today, communication technology and computer engineering are intertwined, with advances in one field driving advances in the other, leading to the development of outstanding technologies. This book delves into the latest trends and breakthroughs in the areas of communication, Internet of things, cloud computing, big data, artificial intelligence, and machine learning. This book discusses challenges and opportunities that arise with the integration of communication technology and computer engineering. In addition, the book examines the ethical and social implications, including issues related to privacy, security, and digital divide and law. We have explored the future direction of these fields and the potential for further breakthroughs and innovations. The book is intended for a broad audience of undergraduate and graduate students, practicing engineers, and readers without a technical background who have an interest in learning about communication technology and computer engineering.
Innovation And Technological Advances For Sustainability
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Author : Salem Al-Naemi
language : en
Publisher: CRC Press
Release Date : 2024-11-13
Innovation And Technological Advances For Sustainability written by Salem Al-Naemi and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-13 with Technology & Engineering categories.
The proceedings publication of the International Conference on Innovation and Technological Advances for Sustainability (ITAS 2023) captures the essence of a dynamic international forum dedicated to advancing the United Nations Sustainable Development Goals (UN-SDGs). This publication serves as a comprehensive repository of cutting-edge research, innovative strategies, and transformative tools discussed by a diverse community of participants, including researchers, academics, students, policymakers, industry leaders, and government officials. Encompassing local, regional, and international perspectives, the proceedings delve into critical global issues such as food security, environmental preservation, energy sustainability, economic resilience, and the role of digital technologies in fostering sustainable development. The publication distills the key messages of ITAS 2023, emphasizing the showcasing of national and international accomplishments, fostering global collaborations, exploring future challenges and opportunities, introducing state-of-the-art technologies, and providing policy recommendations for building a sustainable society. It acts as a bridge between research and practice, promoting the dissemination of knowledge that will contribute to the achievement of UN-SDGs.
Advances In Intelligent Systems And Digital Applications
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Author : Noreddine Gherabi
language : en
Publisher: Springer Nature
Release Date : 2025-08-12
Advances In Intelligent Systems And Digital Applications written by Noreddine Gherabi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-12 with Computers categories.
This book serves as a comprehensive reference, providing cutting-edge knowledge on intelligent systems and digital applications. It covers theoretical foundations and significant issues in machine learning, deep learning, and data analytics. Each chapter concludes with a detailed bibliography for further in-depth reading.Divided into two sections—Foundations and Applications—the book offers a complete source of information on its theme. The chapters include concepts, algorithms, figures, graphs, and tables to enhance readability. The target audience includes researchers, practitioners, and postgraduate and graduate students developing or utilizing artificial intelligence algorithms in various applications.
Emerging Trends In Expert Applications And Security
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Author : Vijay Singh Rathore
language : en
Publisher: Springer Nature
Release Date : 2024-09-15
Emerging Trends In Expert Applications And Security written by Vijay Singh Rathore and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-15 with Computers categories.
The book covers current developments in the field of computer system security using cryptographic algorithms and other security schemes for system as well as cloud. The proceedings compiles the selected research papers presented at ICE-TEAS 2024 Conference held at Jaipur Engineering College and Research Centre, Jaipur, India, during March 15–17, 2024. The book focuses on expert applications and artificial intelligence; information and application security; advanced computing; multimedia applications in forensics, security, and intelligence; and advances in web technologies: implementation and security issues.
Privacy Preserving Engineering Techniques And Technologies In Software Development
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Author : Adam Jones
language : en
Publisher: Walzone Press
Release Date : 2025-01-03
Privacy Preserving Engineering Techniques And Technologies In Software Development written by Adam Jones and has been published by Walzone Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-03 with Computers categories.
"Privacy-Preserving Engineering: Techniques and Technologies in Software Development" is an indispensable guide for developers, privacy advocates, and students navigating the intricate landscape of digital privacy. This timely book provides an in-depth exploration of the principles, methodologies, and practical applications of privacy-preserving technologies. From the basics of cryptography to the forefront of homomorphic encryption and zero-knowledge proofs, readers will gain the expertise needed to implement robust privacy measures in their software development projects. Featuring detailed discussions on contemporary challenges and future directions, the book offers valuable insights into maintaining privacy without compromising functionality. Whether you aim to deepen your understanding of differential privacy, explore blockchain's potential in privacy protection, or apply privacy-preserving techniques in machine learning, this book serves as your essential resource. Equip yourself with the tools and knowledge required to meet the demands of secure and private software development in today’s digital era.
Advances In The Internet Of Things
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Author : Qusay Hassan
language : en
Publisher: CRC Press
Release Date : 2025-07-17
Advances In The Internet Of Things written by Qusay Hassan and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-17 with Computers categories.
Many reports estimated that in 2024, the number of Internet of Things (IoT) devices exceeded 18 billion worldwide, with predictions suggesting that it could reach nearly 40 billion by 2033. Despite primarily being consumer devices, a growing number of them will find use in industrial and enterprise applications. This shows the significance of IoT and how it shapes the future. However, to realize its full potential, we must address its emerging challenges and highlight recent applications, advances, and trends, which is the focus of this book. Security and privacy represent some of the key challenges IoT adopters face. The severity of these issues is exacerbated by the growing number of IoT devices, the expansion of Industry 4.0 (and the emergence of Industry 5.0), and the significant increase in cybersecurity attacks. Considering that ensuring security and privacy is crucial for the successful adoption of IoT, this book dedicates several chapters to these areas. This book also introduces some novel models that improve IoT environments and presents several practical implementations that utilize IoT to demonstrate some of its real‐world applications. Furthermore, it examines several emerging technologies that enable the realization of advanced IoT environments. We see most IoT advances in three main areas: the integration of artificial intelligence/machine learning, network technologies, and hardware design. Therefore, this book dedicates several chapters to these areas. Most chapters touch on artificial intelligence/machine learning, emphasizing the significance of these technologies in today’s and next‐eneration applications. The main objective of this book is to capture the state of the art in IoT and explore some of its emerging challenges, solutions, and technologies. This peer‐eviewed book serves as a reference for researchers, academics, practitioners, and graduate‐evel students.
Advances In Artificial Intelligence And Machine Learning
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Author : Gaurav Raj
language : en
Publisher: Springer Nature
Release Date : 2025-03-16
Advances In Artificial Intelligence And Machine Learning written by Gaurav Raj and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-16 with Computers categories.
This book presents a collection of peer-reviewed articles from the International Conference on Advances and Applications of Artificial Intelligence and Machine Learning—ICAAAIML 2023. The book covers research in the areas of artificial intelligence, machine learning, and deep learning applications in health care, agriculture, business, and security. This book contains research papers from academicians, researchers as well as students. There are also papers on core concepts of computer networks, intelligent system design and deployment, real-time systems, wireless sensor networks, sensors and sensor nodes, software engineering, and image processing. This book is a valuable resource for students, academics, and practitioners in the industry working on AI applications.