Anomaly Detection and Complex Event Processing Over IoT Data Streams
  • Author : Patrick Schneider
  • Release Date : 19 January 2022
  • Publisher : Elsevier
  • Genre : Computers
  • Pages : 406
  • ISBN 13 : 9780128238189

Anomaly Detection and Complex Event Processing Over IoT Data Streams Book Summary

Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to eHealth and Patient Data Monitoring presents advanced processing techniques for IoT data streams and the anomaly detection algorithms over them. The book brings new advances and generalized techniques for processing IoT data streams, semantic data enrichment with contextual information at Edge, Fog and Cloud as well as complex event processing in IoT applications. The book comprises fundamental models, concepts and algorithms, architectures and technological solutions as well as their application to eHealth. Case studies, such as the bio-metric signals stream processing are presented -the massive amount of raw ECG signals from the sensors are processed dynamically across the data pipeline and classified with modern machine learning approaches including the Hierarchical Temporal Memory and Deep Learning algorithms. The book discusses adaptive solutions to IoT stream processing that can be extended to different use cases from different fields of eHealth, to enable a complex analysis of patient data in a historical, predictive and even prescriptive application scenarios. The book ends with a discussion on ethics, emerging research trends, issues and challenges of IoT data stream processing. Provides the state-of-the-art in IoT Data Stream Processing, Semantic Data Enrichment, Reasoning and Knowledge Covers extraction (Anomaly Detection) Illustrates new, scalable and reliable processing techniques based on IoT stream technologies Offers applications to new, real-time anomaly detection scenarios in the health domain

Anomaly Detection and Complex Event Processing Over IoT Data Streams

Anomaly Detection and Complex Event Processing Over IoT Data Streams

Author : Patrick Schneider,Fatos Xhafa
Publisher : Elsevier
Genre : Computers
Total View : 7861 Views
File Size : 40,9 Mb
Get Book

Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to eHealth and Patient Data Monitoring presents advanced processing techniques for IoT data streams and the anomaly detection algorithms over them. The book brings new advances and generalized techniques for processing IoT data streams, semantic data enrichment with ...

Anomaly Detection and Complex Event Processing Over IoT Data Streams

Anomaly Detection and Complex Event Processing Over IoT Data Streams

Author : Patrick Schneider,Fatos Xhafa
Publisher : Academic Press
Genre : Computers
Total View : 9700 Views
File Size : 44,9 Mb
Get Book

Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to eHealth and Patient Data Monitoring presents advanced processing techniques for IoT data streams and the anomaly detection algorithms over them. The book brings new advances and generalized techniques for processing IoT data streams, semantic data enrichment with ...

Advances in Edge Computing  Massive Parallel Processing and Applications

Advances in Edge Computing Massive Parallel Processing and Applications

Author : F. Xhafa,A.K. Sangaiah
Publisher : IOS Press
Genre : Computers
Total View : 558 Views
File Size : 47,8 Mb
Get Book

The rapid advance of Internet of Things (IoT) technologies has resulted in the number of IoT-connected devices growing exponentially, with billions of connected devices worldwide. While this development brings with it great opportunities for many fields of science, engineering, business and everyday life, it also presents challenges such as an ...

IoT based Intelligent Modelling for Environmental and Ecological Engineering

IoT based Intelligent Modelling for Environmental and Ecological Engineering

Author : Paul Krause,Fatos Xhafa
Publisher : Springer Nature
Genre : Computers
Total View : 3034 Views
File Size : 46,6 Mb
Get Book

This book brings to readers thirteen chapters with contributions to the benefits of using IoT and Cloud Computing to agro-ecosystems from a multi-disciplinary perspective. IoT and Cloud systems have prompted the development of a Cloud digital ecosystem referred to as Cloud-to-thing continuum computing. The key success of IoT computing and ...

Fog Computing

Fog Computing

Author : Assad Abbas,Samee U. Khan,Albert Y. Zomaya
Publisher : John Wiley & Sons
Genre : Technology & Engineering
Total View : 1940 Views
File Size : 45,8 Mb
Get Book

Summarizes the current state and upcoming trends within the area of fog computing Written by some of the leading experts in the field, Fog Computing: Theory and Practice focuses on the technological aspects of employing fog computing in various application domains, such as smart healthcare, industrial process control and improvement, ...

Handbook of Research on Investigations in Artificial Life Research and Development

Handbook of Research on Investigations in Artificial Life Research and Development

Author : Habib, Maki
Publisher : IGI Global
Genre : Computers
Total View : 9603 Views
File Size : 45,8 Mb
Get Book

Research on artificial life is critical to solving various dynamic obstacles individuals face on a daily basis. From electric wheelchairs to navigation, artificial life can play a role in improving both the simple and complex aspects of civilian life. The Handbook of Research on Investigations in Artificial Life Research and ...

Advances on P2P  Parallel  Grid  Cloud and Internet Computing

Advances on P2P Parallel Grid Cloud and Internet Computing

Author : Fatos Xhafa,Fang-Yie Leu,Massimo Ficco,Chao-Tung Yang
Publisher : Springer
Genre : Technology & Engineering
Total View : 6250 Views
File Size : 54,5 Mb
Get Book

This book presents the latest research findings, as well as innovative theoretical and practical research results, methods and development techniques related to P2P, grid, cloud and Internet computing. It also reveals the synergies among such large scale computing paradigms. P2P, Grid, Cloud and Internet computing technologies have rapidly ...

The Semantic Web  ESWC 2018 Satellite Events

The Semantic Web ESWC 2018 Satellite Events

Author : Aldo Gangemi,Anna Lisa Gentile,Andrea Giovanni Nuzzolese,Sebastian Rudolph,Maria Maleshkova,Heiko Paulheim,Jeff Z Pan,Mehwish Alam
Publisher : Springer
Genre : Computers
Total View : 6439 Views
File Size : 42,7 Mb
Get Book

This book constitutes the thoroughly refereed post-conference proceedings of the Satellite Events of the 15th Extended Semantic Web Conference, ESWC 2018, held in Heraklion, Crete, Greece, in June 2018. The volume contains 41 poster and demonstration papers, 11 invited workshop papers, and 9 full papers, selected out of a total of 70 submissions. They deal with ...