Social Edge Computing

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Social Edge Computing

Dong Wang,Daniel 'Yue' Zhang
Social Edge Computing Book PDF

Author : Dong Wang,Daniel 'Yue' Zhang
Publisher : Springer Nature
Page : 184 pages
File Size : 51,8 Mb
Release : 2023-06-22
Category : Computers
ISBN : 9783031269363

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Social Edge Computing by Dong Wang,Daniel 'Yue' Zhang Pdf

The rise of the Internet of Things (IoT) and Artificial Intelligence (AI) leads to the emergence of edge computing systems that push the training and deployment of AI models to the edge of networks for reduced bandwidth cost, improved responsiveness, and better privacy protection, allowing for the ubiquitous AI that can happen anywhere and anytime. Motivated by the above trend, this book introduces a new computing paradigm, the Social Edge Computing (SEC), that empowers human-centric edge intelligent applications by revolutionizing the computing, intelligence, and the training of the AI models at the edge. The SEC paradigm introduces a set of critical human-centric challenges such as the rational nature of edge device owners, pronounced heterogeneity of the edge devices, real-time AI at the edge, human and AI interaction, and the privacy of the edge users. The book addresses these challenges by presenting a series of principled models and systems that enable the confluence of the computing capabilities of devices and the domain knowledge of the people, while explicitly addressing the unique concerns and constraints from humans. Compared to existing books in the field of edge computing, the vision of this book is unique: we focus on the social edge computing (SEC), an emerging paradigm at the intersection of edge computing, AI, and social computing. This book discusses the unique vision, challenges and applications in SEC. To our knowledge, keeping humans in the loop of edge intelligence has not been systematically reviewed and studied in an existing book. The SEC vision generalizes the current machine-to-machine interactions in edge computing (e.g., mobile edge computing literature), and machine-to-AI interactions (e.g., edge intelligence literature) into a holistic human-machine-AI ecosystem.

Social, Legal, and Ethical Implications of IoT, Cloud, and Edge Computing Technologies

Cornetta, Gianluca,Touhafi, Abdellah,Muntean, Gabriel-Miro
Social Legal and Ethical Implications of IoT Cloud and Edge Computing Technologies Book PDF

Author : Cornetta, Gianluca,Touhafi, Abdellah,Muntean, Gabriel-Miro
Publisher : IGI Global
Page : 333 pages
File Size : 40,8 Mb
Release : 2020-06-26
Category : Computers
ISBN : 9781799838180

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Social, Legal, and Ethical Implications of IoT, Cloud, and Edge Computing Technologies by Cornetta, Gianluca,Touhafi, Abdellah,Muntean, Gabriel-Miro Pdf

The adoption of cloud and IoT technologies in both the industrial and academic communities has enabled the discovery of numerous applications and ignited countless new research opportunities. With numerous professional markets benefiting from these advancements, it is easy to forget the non-technical issues that accompany technologies like these. Despite the advantages that these systems bring, significant ethical questions and regulatory issues have become prominent areas of discussion. Social, Legal, and Ethical Implications of IoT, Cloud, and Edge Computing Technologies is a pivotal reference source that provides vital research on the non-technical repercussions of IoT technology adoption. While highlighting topics such as smart cities, environmental monitoring, and data privacy, this publication explores the regulatory and ethical risks that stem from computing technologies. This book is ideally designed for researchers, engineers, practitioners, students, academicians, developers, policymakers, scientists, and educators seeking current research on the sociological impact of cloud and IoT technologies.

Mobile Edge Computing

Yan Zhang
Mobile Edge Computing Book PDF

Author : Yan Zhang
Publisher : Springer Nature
Page : 123 pages
File Size : 46,7 Mb
Release : 2021-10-01
Category : Computers
ISBN : 9783030839444

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Mobile Edge Computing by Yan Zhang Pdf

This is an open access book. It offers comprehensive, self-contained knowledge on Mobile Edge Computing (MEC), which is a very promising technology for achieving intelligence in the next-generation wireless communications and computing networks.The book starts with the basic concepts, key techniques and network architectures of MEC. Then, we present the wide applications of MEC, including edge caching, 6G networks, Internet of Vehicles, and UAVs. In the last part, we present new opportunities when MEC meets blockchain, Artificial Intelligence, and distributed machine learning (e.g., federated learning). We also identify the emerging applications of MEC in pandemic, industrial Internet of Things and disaster management.The book allows an easy cross-reference owing to the broad coverage on both the principle and applications of MEC. The book is written for people interested in communications and computer networks at all levels. The primary audience includes senior undergraduates, postgraduates, educators, scientists, researchers, developers, engineers, innovators and research strategists.

Edge Computing

Fadi Al-Turjman
Edge Computing Book PDF

Author : Fadi Al-Turjman
Publisher : Springer
Page : 188 pages
File Size : 45,8 Mb
Release : 2018-11-09
Category : Technology & Engineering
ISBN : 9783319990613

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Edge Computing by Fadi Al-Turjman Pdf

In this book, contributors provide insights into the latest developments of Edge Computing/Mobile Edge Computing, specifically in terms of communication protocols and related applications and architectures. The book provides help to Edge service providers, Edge service consumers, and Edge service developers interested in getting the latest knowledge in the area. The book includes relevant Edge Computing topics such as applications; architecture; services; inter-operability; data analytics; deployment and service; resource management; simulation and modeling; and security and privacy. Targeted readers include those from varying disciplines who are interested in designing and deploying Edge Computing. Features the latest research related to Edge Computing, from a variety of perspectives; Tackles Edge Computing in academia and industry, featuring a variety of new and innovative operational ideas; Provides a strong foundation for researchers to advance further in the Edge Computing domain.

Social Computing: Concepts, Methodologies, Tools, and Applications

Dasgupta, Subhasish
Social Computing Concepts Methodologies Tools and Applications Book PDF

Author : Dasgupta, Subhasish
Publisher : IGI Global
Page : 2409 pages
File Size : 50,9 Mb
Release : 2009-11-30
Category : Computers
ISBN : 9781605669854

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Social Computing: Concepts, Methodologies, Tools, and Applications by Dasgupta, Subhasish Pdf

Uncovers the growing and expanding phenomenon of human behavior, social constructs, and communication in online environments.

Edge Computing

K. Anitha Kumari,G. Sudha Sadasivam,D. Dharani,M. Niranjanamurthy
Edge Computing Book PDF

Author : K. Anitha Kumari,G. Sudha Sadasivam,D. Dharani,M. Niranjanamurthy
Publisher : CRC Press
Page : 180 pages
File Size : 41,6 Mb
Release : 2021-11-22
Category : Computers
ISBN : 9781000483598

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Edge Computing by K. Anitha Kumari,G. Sudha Sadasivam,D. Dharani,M. Niranjanamurthy Pdf

This reference text presents the state-of-the-art in edge computing, its primitives, devices and simulators, applications, and healthcare-based case studies. The text provides integration of blockchain with edge computing systems and integration of edge with Internet of Things (IoT) and cloud computing. It will facilitate readers to setup edge-based environment and work with edge analytics. It covers important topics, including cluster computing, fog computing, networking architecture, edge computing simulators, edge analytics, privacy-preserving schemes, edge computing with blockchain, autonomous vehicles, and cross-domain authentication. Aimed at senior undergraduate, graduate students and professionals in the fields of electrical engineering, electronics engineering, computer science, and information technology, this text: Discusses edge data storage security with case studies and blockchain integration with the edge computing system Covers theoretical methods with the help of applications, use cases, case studies, and examples Provides healthcare real-time case studies elaborated by utilizing the virtues of homomorphic encryption Discusses real-time interfaces, devices, and simulators in detail

Edge Intelligence in the Making

Sen Lin,Zhi Zhou,Zhaofeng Zhang,Xu Chen,Junshan Zhang
Edge Intelligence in the Making Book PDF

Author : Sen Lin,Zhi Zhou,Zhaofeng Zhang,Xu Chen,Junshan Zhang
Publisher : Morgan & Claypool Publishers
Page : 235 pages
File Size : 53,9 Mb
Release : 2020-10-21
Category : Computers
ISBN : 9781681739915

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Edge Intelligence in the Making by Sen Lin,Zhi Zhou,Zhaofeng Zhang,Xu Chen,Junshan Zhang Pdf

With the explosive growth of mobile computing and Internet of Things (IoT) applications, as exemplified by AR/VR, smart city, and video/audio surveillance, billions of mobile and IoT devices are being connected to the Internet, generating zillions of bytes of data at the network edge. Driven by this trend, there is an urgent need to push the frontiers of artificial intelligence (AI) to the network edge to fully unleash the potential of IoT big data. Indeed, the marriage of edge computing and AI has resulted in innovative solutions, namely edge intelligence or edge AI. Nevertheless, research and practice on this emerging inter-disciplinary field is still in its infancy stage. To facilitate the dissemination of the recent advances in edge intelligence in both academia and industry, this book conducts a comprehensive and detailed survey of the recent research efforts and also showcases the authors' own research progress on edge intelligence. Specifically, the book first reviews the background and present motivation for AI running at the network edge. Next, it provides an overview of the overarching architectures, frameworks, and emerging key technologies for deep learning models toward training/inference at the network edge. To illustrate the research problems for edge intelligence, the book also showcases four of the authors' own research projects on edge intelligence, ranging from rigorous theoretical analysis to studies based on realistic implementation. Finally, it discusses the applications, marketplace, and future research opportunities of edge intelligence. This emerging interdisciplinary field offers many open problems and yet also tremendous opportunities, and this book only touches the tip of iceberg. Hopefully, this book will elicit escalating attention, stimulate fruitful discussions, and open new directions on edge intelligence.

Soft Computing Techniques in Engineering, Health, Mathematical and Social Sciences

Pradip Debnath,S. A. Mohiuddine
Soft Computing Techniques in Engineering Health Mathematical and Social Sciences Book PDF

Author : Pradip Debnath,S. A. Mohiuddine
Publisher : CRC Press
Page : 232 pages
File Size : 52,5 Mb
Release : 2021-07-15
Category : Computers
ISBN : 9781000409819

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Soft Computing Techniques in Engineering, Health, Mathematical and Social Sciences by Pradip Debnath,S. A. Mohiuddine Pdf

Soft computing techniques are no longer limited to the arena of computer science. The discipline has an exponentially growing demand in other branches of science and engineering and even into health and social science. This book contains theory and applications of soft computing in engineering, health, and social and applied sciences. Different soft computing techniques such as artificial neural networks, fuzzy systems, evolutionary algorithms and hybrid systems are discussed. It also contains important chapters in machine learning and clustering. This book presents a survey of the existing knowledge and also the current state of art development through original new contributions from the researchers. This book may be used as a one-stop reference book for a broad range of readers worldwide interested in soft computing. In each chapter, the preliminaries have been presented first and then the advanced discussion takes place. Learners and researchers from a wide variety of backgrounds will find several useful tools and techniques to develop their soft computing skills. This book is meant for graduate students, faculty and researchers willing to expand their knowledge in any branch of soft computing. The readers of this book will require minimum prerequisites of undergraduate studies in computation and mathematics.

Social Media Modeling and Computing

Steven C.H. Hoi,Jiebo Luo,Susanne Boll,Dong Xu,Rong Jin,Irwin King
Social Media Modeling and Computing Book PDF

Author : Steven C.H. Hoi,Jiebo Luo,Susanne Boll,Dong Xu,Rong Jin,Irwin King
Publisher : Springer Science & Business Media
Page : 288 pages
File Size : 51,6 Mb
Release : 2011-03-22
Category : Computers
ISBN : 9780857294364

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Social Media Modeling and Computing by Steven C.H. Hoi,Jiebo Luo,Susanne Boll,Dong Xu,Rong Jin,Irwin King Pdf

This timely text/reference presents the latest advances in various aspects of social media modeling and social media computing research. Gathering together superb research from a range of established international conferences and workshops, the editors coherently organize and present each of the topics in relation to the basic principles and practices of social media modeling and computing. Individual chapters can be also be used as self-contained references on the material covered. Topics and features: presents contributions from an international selection of preeminent experts in the field; discusses topics on social-media content analysis; examines social-media system design and analysis, and visual analytic tools for event analysis; investigates access control for privacy and security issues in social networks; describes emerging applications of social media, for music recommendation, automatic image annotation, and the analysis and improvement of photo-books.

Secure Edge Computing

Mohiuddin Ahmed,Paul Haskell-Dowland
Secure Edge Computing Book PDF

Author : Mohiuddin Ahmed,Paul Haskell-Dowland
Publisher : CRC Press
Page : 304 pages
File Size : 48,7 Mb
Release : 2021-08-12
Category : Computers
ISBN : 9781000427318

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Secure Edge Computing by Mohiuddin Ahmed,Paul Haskell-Dowland Pdf

The internet is making our daily life as digital as possible and this new era is called the Internet of Everything (IoE). Edge computing is an emerging data analytics concept that addresses the challenges associated with IoE. More specifically, edge computing facilitates data analysis at the edge of the network instead of interacting with cloud-based servers. Therefore, more and more devices need to be added in remote locations without any substantial monitoring strategy. This increased connectivity and the devices used for edge computing will create more room for cyber criminals to exploit the system’s vulnerabilities. Ensuring cyber security at the edge should not be an afterthought or a huge challenge. The devices used for edge computing are not designed with traditional IT hardware protocols. There are diverse-use cases in the context of edge computing and Internet of Things (IoT) in remote locations. However, the cyber security configuration and software updates are often overlooked when they are most needed to fight cyber crime and ensure data privacy. Therefore, the threat landscape in the context of edge computing becomes wider and far more challenging. There is a clear need for collaborative work throughout the entire value chain of the network. In this context, this book addresses the cyber security challenges associated with edge computing, which provides a bigger picture of the concepts, techniques, applications, and open research directions in this area. In addition, the book serves as a single source of reference for acquiring the knowledge on the technology, process and people involved in next generation computing and security. It will be a valuable aid for researchers, higher level students and professionals working in the area.

Edge Computing: A Primer

Jie Cao,Quan Zhang,Weisong Shi
Edge Computing A Primer Book PDF

Author : Jie Cao,Quan Zhang,Weisong Shi
Publisher : Springer
Page : 90 pages
File Size : 53,8 Mb
Release : 2018-11-01
Category : Computers
ISBN : 9783030020835

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Edge Computing: A Primer by Jie Cao,Quan Zhang,Weisong Shi Pdf

The success of the Internet of Things and rich cloud services have helped create the need for edge computing, in which data processing occurs in part at the network edge, rather than completely in the cloud. In Edge Computing: A Primer the vision and definition of Edge computing is introduced, as well as several key techniques that enable Edge computing. Then, four applications that benefit from Edge computing are presented as case studies, ranging from smart homes and public safety to medical services, followed by a discussion of several open challenges and opportunities in Edge computing. Finally, several key tools for edge computing such as virtualization and resource management are explained.

Bio-Inspired Optimization in Fog and Edge Computing Environments

Punit Gupta,Dinesh Kumar Saini,Pradeep Rawat,Kashif Zia
Bio Inspired Optimization in Fog and Edge Computing Environments Book PDF

Author : Punit Gupta,Dinesh Kumar Saini,Pradeep Rawat,Kashif Zia
Publisher : CRC Press
Page : 269 pages
File Size : 52,7 Mb
Release : 2023-01-20
Category : Computers
ISBN : 9781000811513

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Bio-Inspired Optimization in Fog and Edge Computing Environments by Punit Gupta,Dinesh Kumar Saini,Pradeep Rawat,Kashif Zia Pdf

A new era of complexity science is emerging, in which nature- and bio-inspired principles are being applied to provide solutions. At the same time, the complexity of systems is increasing due to such models like the Internet of Things (IoT) and fog computing. Will complexity science, applying the principles of nature, be able to tackle the challenges posed by highly complex networked systems? Bio-Inspired Optimization in Fog and Edge Computing: Principles, Algorithms, and Systems is an attempt to answer this question. It presents innovative, bio-inspired solutions for fog and edge computing and highlights the role of machine learning and informatics. Nature- or biological-inspired techniques are successful tools to understand and analyze a collective behavior. As this book demonstrates, algorithms, and mechanisms of self-organization of complex natural systems have been used to solve optimization problems, particularly in complex systems that are adaptive, ever-evolving, and distributed in nature. The chapters look at ways of enhancingto enhance the performance of fog networks in real-world applications using nature-based optimization techniques. They discuss challenges and provide solutions to the concerns of security, privacy, and power consumption in cloud data center nodes and fog computing networks. The book also examines how: The existing fog and edge architecture is used to provide solutions to future challenges. A geographical information system (GIS) can be used with fog computing to help users in an urban region access prime healthcare. An optimization framework helps in cloud resource management. Fog computing can improve the quality, quantity, long-term viability, and cost-effectiveness in agricultural production. Virtualization can support fog computing, increase resources to be allocated, and be applied to different network layers. The combination of fog computing and IoT or cloud computing can help healthcare workers predict and analyze diseases in patients.

Computing at the EDGE

Georgios Karakonstantis,Charles J. Gillan
Computing at the EDGE Book PDF

Author : Georgios Karakonstantis,Charles J. Gillan
Publisher : Springer Nature
Page : 220 pages
File Size : 53,9 Mb
Release : 2022-09-19
Category : Technology & Engineering
ISBN : 9783030745363

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Computing at the EDGE by Georgios Karakonstantis,Charles J. Gillan Pdf

This book describes solutions to the problems of energy efficiency, resiliency and cyber security in the domain of Edge Computing and reports on early deployments of the technology in commercial settings. This book takes a business focused view, relating the technological outcomes to new business opportunities made possible by the edge paradigm. Drawing on the experience of end user deploying prototype edge technology, the authors discuss applications in financial management, wireless management, and social networks. Coverage includes a chapter on the analysis of total cost of ownership, thereby enabling readers to calculate the efficiency gain for use of the technology in their business. Provides a single-source reference to the state-of-the art of edge computing; Describes how researchers across the world are addressing challenges relating to power efficiency, ease of programming and emerging cyber security threats in this domain; Discusses total cost of ownership for applications in financial management and social networks; Discusses security challenges in wireless management.

Fog/Edge Computing For Security, Privacy, and Applications

Wei Chang,Jie Wu
Fog Edge Computing For Security Privacy and Applications Book PDF

Author : Wei Chang,Jie Wu
Publisher : Springer Nature
Page : 417 pages
File Size : 55,5 Mb
Release : 2021-01-04
Category : Computers
ISBN : 9783030573287

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Fog/Edge Computing For Security, Privacy, and Applications by Wei Chang,Jie Wu Pdf

This book provides the state-of-the-art development on security and privacy for fog/edge computing, together with their system architectural support and applications. This book is organized into five parts with a total of 15 chapters. Each area corresponds to an important snapshot. The first part of this book presents an overview of fog/edge computing, focusing on its relationship with cloud technology and the future with the use of 5G communication. Several applications of edge computing are discussed. The second part of this book considers several security issues in fog/edge computing, including the secure storage and search services, collaborative intrusion detection method on IoT-fog computing, and the feasibility of deploying Byzantine agreement protocols in untrusted environments. The third part of this book studies the privacy issues in fog/edge computing. It first investigates the unique privacy challenges in fog/edge computing, and then discusses a privacy-preserving framework for the edge-based video analysis, a popular machine learning application on fog/edge. This book also covers the security architectural design of fog/edge computing, including a comprehensive overview of vulnerabilities in fog/edge computing within multiple architectural levels, the security and intelligent management, the implementation of network-function-virtualization-enabled multicasting in part four. It explains how to use the blockchain to realize security services. The last part of this book surveys applications of fog/edge computing, including the fog/edge computing in Industrial IoT, edge-based augmented reality, data streaming in fog/edge computing, and the blockchain-based application for edge-IoT. This book is designed for academics, researchers and government officials, working in the field of fog/edge computing and cloud computing. Practitioners, and business organizations (e.g., executives, system designers, and marketing professionals), who conduct teaching, research, decision making, and designing fog/edge technology will also benefit from this book The content of this book will be particularly useful for advanced-level students studying computer science, computer technology, and information systems, but also applies to students in business, education, and economics, who would benefit from the information, models, and case studies therein.