Explainable IoT Application: A Demystification is an in-depth guide
that examines the intersection of the Internet of Things (IoT) with AI
and Machine Learning, focusing on the crucial need for transparency
and interpretability in IoT systems. As IoT devices become more
integrated into daily life, from smart homes to industrial automation,
it is increasingly important to understand and trust the decisions
they make. The book starts by covering the basics of IoT, highlighting
its importance in modern technology and its wide-ranging applications
in fields such as healthcare, transportation, and smart cities. It
then delves into the concept of explainability, stressing the need to
prevent IoT systems from being perceived as opaque, black-box
operations. The authors explore various techniques and methods for
achieving explainability, including rule-based systems and machine
learning models, while also addressing the challenge of balancing
explainability with performance. Through practical examples, the book
shows how explainability can be successfully implemented in IoT
applications, such as in smart healthcare systems. Furthermore, the
book addresses the significant challenges of securing IoT systems in
an increasingly connected world. It examines the unique
vulnerabilities that come with the widespread use of IoT devices, such
as data breaches, cyberattacks, and privacy issues, and discusses the
complexities of managing these risks. The authors emphasize the
importance of implementing security strategies that strike a balance
between fostering innovations and protecting user data. The book
concludes with a comprehensive exploration of the challenges and
opportunities in making IoT systems more transparent and
interpretable, offering valuable insights for researchers, developers,
and decision-makers aiming to create IoT applications that are both
trustworthy and understandable.
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Produktdetaljer
ISBN
9783031748851
Publisert
2025
Utgiver
Springer Nature
Språk
Product language
Engelsk
Format
Product format
Digital bok