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Social Edge Computing: Empowering Human-Centric Edge Computing, Learning and Intelligence, (Hardcover)
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Hvad der skiller sig ud
Human-Centric Design
Emphasizes user experience and interactivity, ensuring that edge computing solutions are tailored to meet the real-world needs and preferences of individuals and communities.
Cutting-Edge Intelligence
Integrates advanced machine learning algorithms, enabling smarter decision-making and analytics directly at the edge, significantly reducing latency and bandwidth use.
Comprehensive Learning
Provides in-depth insights and frameworks for implementing edge computing strategies, empowering organizations with the knowledge to leverage technology effectively for improved outcomes.
Produktdetaljer
- 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.
| Publication date | June, 2023 |
| Author | Dong Wang |
| Book format | Hardcover |
| Genre | Computing & Internet |
| Pages | 172 |
| Age group | Adult |
| Binding type | Case Binding |
| Series title | No Series |
| Fiction/nonfiction | Non-Fiction |
| Publisher | Springer International Publishing |
| Educational level | Higher |
| Subgenre | Artificial Intelligence |
| Awards won | NSF CAREER Award, Google Faculty Research Award, Young Investigator Program (YIP) Award from Army Research Office, NSF CRII Award, Wing Kai Cheng Fellowship from University of Illinois, the Best Paper Award of 2022 ACM/IEEE International Conference on Advances in Social Networks Analysis and Mining (ASONAM), the Best Paper Award of 16th IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS), the Best Paper Award Candidate from 8th IEEE International Conference on Smart Computing (SMARTCOMP) |
| Original languages | English |
| Edu focus | Technology |
| Recording time | 0 min |
| Is collectible | N |
| Bisac subject heading | Computers |
| Edition | 2023 Edition |
| Language | English |
| Pub date | 2023-06-23 |
| Item Weight | 1.5 lbs (680 grams) |
Hvem bør købe?
-
Technical Professionals
Ideal for engineers and developers looking to implement edge computing solutions with a human-centric approach.
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Academics and Researchers
Perfect for researchers studying the intersection of edge computing, AI, and social impact in technology.
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Business Leaders
A valuable resource for executives aiming to leverage edge computing for competitive advantage in their industries.
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Casual Readers
Not suitable for individuals looking for light reading or non-technical content in technology topics.
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Dong Wang All Books Editorial Review
Social Edge Computing: Empowering Human-Centric Edge Computing, Learning and Intelligence, is a compelling non-fiction hardcover published in June 2023 that spans 172 pages. This book delves into the intricate relationship between artificial intelligence and edge computing, emphasizing a human-centric approach. It is aimed at higher educational levels and showcases the author's significant accolades, including multiple best paper awards and prestigious research grants. Such recognition underlines the book's value in both academic and practical contexts, making it an essential read for technology enthusiasts. Readers interested in the future of computing will find insights that guide the integration of AI into everyday life.
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Fordele
- Hardcover format enhances durability
- Focus on human-centric edge computing
- Recognized with numerous prestigious awards
- Comprehensive overview of AI integration
- Suitable for higher educational levels
Ulemper
- Content may be too technical for casual readers
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