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Anomaly Detection and Complex Event Processing over IoT Data Streams

Anomaly Detection and Complex Event Processing over IoT Data Streams
  • Author : Patrick Schneider
  • Publsiher : Academic Press
  • Release : 15 June 2021
  • ISBN : 9780128238189
  • Pages : 270 pages
  • Rating : 4/5 from 21 ratings
GET THIS BOOKAnomaly Detection and Complex Event Processing over IoT Data Streams

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 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. · 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 : 15 June 2021
GET THIS BOOKAnomaly Detection and Complex Event Processing over IoT Data Streams

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

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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 : Anonim
  • Release : 25 September 2021
GET THIS BOOKData Semantic Enrichment for Complex Event Processing Over IoT Data Streams

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.

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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
  • Release : 10 March 2020
GET THIS BOOKAdvances in Edge Computing: Massive Parallel Processing and Applications

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 architectural bottleneck – with a very large number of IoT devices connected to a rather small number of servers in Cloud data centers – and the problem of data deluge. Edge computing

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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
  • Release : 16 October 2018
GET THIS BOOKAdvances on P2P, Parallel, Grid, Cloud and Internet Computing

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 become established as breakthrough paradigms for solving complex problems by enabling aggregation and sharing of an increasing variety of distributed computational resources on a large scale. Grid computing originated as

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Modeling and Processing for Next-Generation Big-Data Technologies

Modeling and Processing for Next-Generation Big-Data Technologies
  • Author : Fatos Xhafa,Leonard Barolli,Admir Barolli,Petraq Papajorgji
  • Publisher : Springer
  • Release : 04 November 2014
GET THIS BOOKModeling and Processing for Next-Generation Big-Data Technologies

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 visualization and interaction, and includes a set of case studies and best practices. New research issues, challenges and opportunities shaping the future agenda in the field of Big Data are

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Data Science and Big Data Computing

Data Science and Big Data Computing
  • Author : Zaigham Mahmood
  • Publisher : Springer
  • Release : 05 July 2016
GET THIS BOOKData Science and Big Data Computing

This illuminating text/reference surveys the state of the art in data science, and provides practical guidance on big data analytics. Expert perspectives are provided by authoritative researchers and practitioners from around the world, discussing research developments and emerging trends, presenting case studies on helpful frameworks and innovative methodologies, and suggesting best practices for efficient and effective data analytics. Features: reviews a framework for fast data applications, a technique for complex event processing, and agglomerative approaches for the partitioning of

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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
  • Release : 01 August 2018
GET THIS BOOKThe Semantic Web: ESWC 2018 Satellite Events

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 all areas of semantic web research, semantic technologies on the Web and Linked Data.

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Building Enterprise IoT Applications

Building Enterprise IoT Applications
  • Author : Chandrasekar Vuppalapati
  • Publisher : CRC Press
  • Release : 12 December 2019
GET THIS BOOKBuilding Enterprise IoT Applications

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 new business models, improving efficiency and increasing employee and customer engagement. It’s clear from above and our research that the IoT is a game changer and will have huge

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Intelligent Computing

Intelligent Computing
  • Author : Kohei Arai,Rahul Bhatia,Supriya Kapoor
  • Publisher : Springer
  • Release : 15 October 2019
GET THIS BOOKIntelligent Computing

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 conference offered pioneering researchers, scientists, industrial engineers, and students from around the globe a platform to share new ideas and development experiences. Providing state-of-the-art intelligent methods and techniques for solving

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The Internet of Things: Breakthroughs in Research and Practice

The Internet of Things: Breakthroughs in Research and Practice
  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release : 14 February 2017
GET THIS BOOKThe Internet of Things: Breakthroughs in Research and Practice

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 interconnectivity of networks and devices in the digital era and examines best practices for integrating this advanced connectivity across multiple fields. Featuring extensive coverage on innovative perspectives, such as secure

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Stream Analytics with Microsoft Azure

Stream Analytics with Microsoft Azure
  • Author : Anindita Basak,Krishna Venkataraman,Ryan Murphy,Manpreet Singh
  • Publisher : Packt Publishing Ltd
  • Release : 01 December 2017
GET THIS BOOKStream Analytics with Microsoft Azure

Develop and manage effective real-time streaming solutions by leveraging the power of Microsoft Azure About This Book Analyze your data from various sources using Microsoft Azure Stream Analytics Develop, manage and automate your stream analytics solution with Microsoft Azure A practical guide to real-time event processing and performing analytics on the cloud Who This Book Is For If you are looking for a resource that teaches you how to process continuous streams of data in real-time, this book is what

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Parallel Computing Architectures and APIs

Parallel Computing Architectures and APIs
  • Author : Vivek Kale
  • Publisher : CRC Press
  • Release : 06 December 2019
GET THIS BOOKParallel Computing Architectures and APIs

Parallel Computing Architectures and APIs: IoT Big Data Stream Processing commences from the point high-performance uniprocessors were becoming increasingly complex, expensive, and power-hungry. A basic trade-off exists between the use of one or a small number of such complex processors, at one extreme, and a moderate to very large number of simpler processors, at the other. When combined with a high-bandwidth, interprocessor communication facility leads to significant simplification of the design process. However, two major roadblocks prevent the widespread adoption

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Internet of Things

Internet of Things
  • Author : Vlasios Tsiatsis,Stamatis Karnouskos,Jan Holler,David Boyle,Catherine Mulligan
  • Publisher : Academic Press
  • Release : 16 November 2018
GET THIS BOOKInternet of Things

Internet of Things: Technologies and Applications for a New Age of Intelligence outlines the background and overall vision for the Internet of Things (IoT) and Cyber-Physical Systems (CPS), as well as associated emerging technologies. Key technologies are described including device communication and interactions, connectivity of devices to cloud-based infrastructures, distributed and edge computing, data collection, and methods to derive information and knowledge from connected devices and systems using artificial intelligence and machine learning. Also included are system architectures and ways

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Event Processing for Business

Event Processing for Business
  • Author : David C. Luckham
  • Publisher : John Wiley & Sons
  • Release : 21 October 2011
GET THIS BOOKEvent Processing for Business

Find out how Events Processing (EP) works and how it can work for you Business Event Processing: An Introduction and Strategy Guide thoroughly describes what EP is, how to use it, and how it relates to other popular information technology architectures such as Service Oriented Architecture. Explains how sense and response architectures are being applied with tremendous results to businesses throughout the world and shows businesses how they can get started implementing EP Shows how to choose business event processing

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Data and Applications Security and Privacy XXXI

Data and Applications Security and Privacy XXXI
  • Author : Giovanni Livraga,Sencun Zhu
  • Publisher : Springer
  • Release : 19 June 2017
GET THIS BOOKData and Applications Security and Privacy XXXI

This book constitutes the refereed proceedings of the 31st Annual IFIP WG 11.3 International Working Conference on Data and Applications Security and Privacy, DBSec 2017, held in Philadelphia, PA, USA, in July 2017. The 21 full papers and 9 short papers presented were carefully reviewed and selected from 59 submissions. The papers are organized in topical sections on access control, privacy, cloud security, secure storage in the cloud, secure systems, and security in networks and Web.

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