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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. Â 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.Â
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