Anomaly Detection and Complex Event Processing over IoT Data Streams

Written By Patrick Schneider
Anomaly Detection and Complex Event Processing over IoT Data Streams
  • Publsiher : Academic Press
  • Release : 15 June 2021
  • ISBN : 9780128238189
  • Pages : 270 pages
  • Rating : /5 from reviews
GET THIS BOOKAnomaly Detection and Complex Event Processing over IoT Data Streams


Download or read book entitled Anomaly Detection and Complex Event Processing over IoT Data Streams by author: Patrick Schneider which was release on 15 June 2021 and published by Academic Press with total page 270 pages . This book available in PDF, EPUB and Kindle Format. Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to Electrocardiogram Patient Data Monitoring presents the advanced processing techniques for IoT data streams, with a case study in the field of eHealth, namely, a classification scenario over an Electrocardiogram (ECG) stream. Bio-metric signals, such as the massive amount of raw ECG signals from the sensors are processed dynamically across the data pipeline and classified with modern machine learning approaches based on the Hierarchical Temporal Memory (HTM) and Convolutional Neural Network (CNN) algorithms. Discusses adaptive solutions that can be extended to other use cases to enable a complex analysis of patient data in a historical, predictive, and even prescriptive application scenario will be discussed. The book brings new advances and generalized techniques for processing an IoT data streams, semantic data enrichment with contextual information at Edge, Fog, and Cloud as well as complex event processing in IoT applications from health domain. Provides the state-of-the-art in IoT Data Stream Processing, Semantic Data Enrichment, Reasoning and Knowledge Extraction (Anomaly Detection) Illustrates new scalable and reliable processing techniques based on IoT stream technologies Offers application to new real-time anomaly detection scenarios in the health domain. ยท Development of data-driven reasoning software systems in eHealth

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
  • Release Date : 2021-06-15
  • Total pages : 270
  • ISBN : 9780128238189
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Summary : Anomaly Detection and Complex Event Processing over IoT Data Streams: With Application to Electrocardiogram Patient Data Monitoring presents the advanced processing techniques for IoT data streams, with a case study in the field of eHealth, namely, a classification scenario over an Electrocardiogram (ECG) stream. Bio-metric signals, such as the massive ...

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams

Data Semantic Enrichment for Complex Event Processing Over IoT Data Streams
  • Author : Patrick Schneider
  • Publisher : Unknown
  • Release Date : 2019
  • Total pages : 212
  • ISBN : 9780128238189
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Summary : This thesis generalizes techniques for processing IoT data streams, semantically enrich data with contextual information, as well as complex event processing in IoT applications. A case study for ECG anomaly detection and signal classification was conducted to validate the knowledge foundation....

IoT based Intelligent Modelling for Environmental and Ecological Engineering

IoT based Intelligent Modelling for Environmental and Ecological Engineering
  • Author : Paul Krause
  • Publisher : Springer Nature
  • Release Date : 2021-07-25
  • Total pages : 212
  • ISBN : 9780128238189
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Summary : Read online IoT based Intelligent Modelling for Environmental and Ecological Engineering written by Paul Krause, published by Springer Nature which was released on . Download full IoT based Intelligent Modelling for Environmental and Ecological Engineering Books now! Available in PDF, ePub and Kindle....

Fog Computing

Fog Computing
  • Author : Assad Abbas,Samee U. Khan,Albert Y. Zomaya
  • Publisher : John Wiley & Sons
  • Release Date : 2020-04-21
  • Total pages : 608
  • ISBN : 9780128238189
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Summary : 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

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  • Author : Habib, Maki
  • Publisher : IGI Global
  • Release Date : 2018-06-08
  • Total pages : 501
  • ISBN : 9780128238189
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Summary : 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 ...

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  • Publisher : Springer
  • Release Date : 2018-10-16
  • Total pages : 511
  • ISBN : 9780128238189
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Summary : 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 ...

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  • Publisher : Springer
  • Release Date : 2018-08-01
  • Total pages : 493
  • ISBN : 9780128238189
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Summary : 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 ...

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  • Author : Fatos Xhafa,Leonard Barolli,Admir Barolli,Petraq Papajorgji
  • Publisher : Springer
  • Release Date : 2014-11-04
  • Total pages : 516
  • ISBN : 9780128238189
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Summary : This book covers the latest advances in Big Data technologies and provides the readers with a comprehensive review of the state-of-the-art in Big Data processing, analysis, analytics, and other related topics. It presents new models, algorithms, software solutions and methodologies, covering the full data cycle, from data gathering to their ...

Handbook of Research on Big Data and the IoT

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  • Author : Kaur, Gurjit,Tomar, Pradeep
  • Publisher : IGI Global
  • Release Date : 2019-03-29
  • Total pages : 568
  • ISBN : 9780128238189
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Summary : The increase in connected devices in the internet of things (IoT) is leading to an exponential increase in the data that an organization is required to manage. To successfully utilize IoT in businesses, big data analytics are necessary in order to efficiently sort through the increased data. The combination of ...

Building Enterprise IoT Applications

Building Enterprise IoT Applications
  • Author : Chandrasekar Vuppalapati
  • Publisher : CRC Press
  • Release Date : 2019-12-12
  • Total pages : 442
  • ISBN : 9780128238189
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Summary : McKinsey Global Institute predicts Internet of Things (IoT) could generate up to $11.1 trillion a year in economic value by 2025. Gartner Research Company expects 20 billion inter-connected devices by 2020 and, as per Gartner, the IoT will have a significant impact on the economy by transforming many enterprises into digital businesses and facilitating ...

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  • Author : Sami Yangui,Athman Bouguettaya,Xiao Xue,Noura Faci,Walid Gaaloul,Qi Yu,Zhangbing Zhou,Nathalie Hernandez,Elisa Y. Nakagawa
  • Publisher : Springer Nature
  • Release Date : 2020-04-24
  • Total pages : 314
  • ISBN : 9780128238189
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Summary : This book constitutes the revised selected papers of the scientific satellite events that were held in conjunction with the 17th International Conference on Service-Oriented Computing, ICSOC 2019, held in Toulouse, France, in October 2019. The ICSOC 2019 workshop track consisted of five workshops on a wide range of topics that fall into the ...

Big Data Analytics and Knowledge Discovery

Big Data Analytics and Knowledge Discovery
  • Author : Sanjay Madria,Takahiro Hara
  • Publisher : Springer
  • Release Date : 2016-08-05
  • Total pages : 391
  • ISBN : 9780128238189
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Summary : This book constitutes the refereed proceedings of the 18th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2016, held in Porto, Portugal, September 2016. The 25 revised full papers presented were carefully reviewed and selected from 73 submissions. The papers are organized in topical sections on Mining Big Data, Applications of Big Data ...

The Internet of Things Breakthroughs in Research and Practice

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  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release Date : 2017-02-14
  • Total pages : 530
  • ISBN : 9780128238189
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Summary : The ubiquity of modern technologies has allowed for increased connectivity between people and devices across the globe. This connected infrastructure of networks creates numerous opportunities for applications and uses. The Internet of Things: Breakthroughs in Research and Practice is an authoritative reference source for the latest academic material on the ...

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  • Author : Lakhmi C. Jain,Sheng-Lung Peng,Basim Alhadidi,Souvik Pal
  • Publisher : Springer Nature
  • Release Date : 2020-01-02
  • Total pages : 478
  • ISBN : 9780128238189
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Summary : This book discusses fundamental and high-level concepts relating to intelligent computing and communications in the context of distributed computing, big data, high performance computing and the Internet of Things. It is becoming increasingly important to develop adaptive, intelligent, computing-centric, energy-aware, secure and privacy-aware mechanisms in high-performance computing and IoT applications. ...

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  • Author : Kohei Arai,Rahul Bhatia,Supriya Kapoor
  • Publisher : Springer
  • Release Date : 2019-10-15
  • Total pages : 1295
  • ISBN : 9780128238189
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Summary : This book presents the proceedings of the Computing Conference 2019, providing a comprehensive collection of chapters focusing on core areas of computing and their real-world applications. Computing is an extremely broad discipline, encompassing a range of specialized fields, each focusing on particular areas of technology and types of application, and the ...