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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 : 21 January 2022
  • ISBN : 0128238194
  • Pages : 406 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 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 : Academic Press
  • Release : 21 January 2022
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 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

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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 : 26 June 2022
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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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
  • Release : 31 May 2021
GET THIS BOOKIoT-based Intelligent Modelling for Environmental and Ecological Engineering

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 the Cloud digital ecosystem is that IoT can be integrated seamlessly with the physical environment and therefore has the potential to leverage innovative services in agro-ecosystems. Areas such as ecological

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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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Big Data in Bioeconomy

Big Data in Bioeconomy
  • Author : Caj Södergård,Tomas Mildorf,Ephrem Habyarimana,Arne J. Berre,Jose A. Fernandes,Christian Zinke-Wehlmann
  • Publisher : Springer Nature
  • Release : 13 August 2021
GET THIS BOOKBig Data in Bioeconomy

This edited open access book presents the comprehensive outcome of The European DataBio Project, which examined new data-driven methods to shape a bioeconomy. These methods are used to develop new and sustainable ways to use forest, farm and fishery resources. As a European initiative, the goal is to use these new findings to support decision-makers and producers – meaning farmers, land and forest owners and fishermen. With their 27 pilot projects from 17 countries, the authors examine important sectors and highlight examples where

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Fog Computing

Fog Computing
  • Author : Assad Abbas,Samee U. Khan,Albert Y. Zomaya
  • Publisher : John Wiley & Sons
  • Release : 21 April 2020
GET THIS BOOKFog Computing

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, smart cities, and virtual learning environments. In addition, the Machine-to-Machine (M2M) communication methods for fog computing environments are covered in depth. Presented in two parts—Fog Computing Systems and

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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
  • Release : 08 June 2018
GET THIS BOOKHandbook of Research on Investigations in Artificial Life Research and Development

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 Development is a vital scholarly reference source that examines emergent research in handling real-world problems through the application of various computation technologies and techniques. Examining topics such as computational intelligence,

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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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Collective Intelligence for Smart Cities

Collective Intelligence for Smart Cities
  • Author : Chun HO WU,George To Sum Ho,Fatos Xhafa,Andrew W. H. IP,Reinout Van Hille
  • Publisher : Elsevier
  • Release : 10 June 2022
GET THIS BOOKCollective Intelligence for Smart Cities

Collective Intelligence for Smart Cities begins with an overview of the fundamental issues and concepts of smart cities. Surveying the current state-of-the-art research in the field, the book delves deeply into key smart city developments such as health and well-being, transportation, safety, energy, environment and sustainability. In addition, the book focuses on the role of IoT cloud computing and big data, specifically in smart city development. Users will find a unique, overarching perspective that ties together these concepts based on

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Intelligent Workloads at the Edge

Intelligent Workloads at the Edge
  • Author : Indraneel Mitra,Ryan Burke
  • Publisher : Packt Publishing Ltd
  • Release : 14 January 2022
GET THIS BOOKIntelligent Workloads at the Edge

Explore IoT, data analytics, and machine learning to solve cyber-physical problems using the latest capabilities of managed services such as AWS IoT Greengrass and Amazon SageMaker Key Features Accelerate your next edge-focused product development with the power of AWS IoT Greengrass Develop proficiency in architecting resilient solutions for the edge with proven best practices Harness the power of analytics and machine learning for solving cyber-physical problems Book Description The Internet of Things (IoT) has transformed how people think about and

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Big Data Analytics and Knowledge Discovery

Big Data Analytics and Knowledge Discovery
  • Author : Sanjay Madria,Takahiro Hara
  • Publisher : Springer
  • Release : 05 August 2016
GET THIS BOOKBig Data Analytics and Knowledge Discovery

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 Mining, Big Data Indexing and Searching, Big Data Learning and Security, Graph Databases and Data Warehousing, Data Intelligence and Technology.

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Proceedings of Data Analytics and Management

Proceedings of Data Analytics and Management
  • Author : Deepak Gupta,Zdzislaw Polkowski,Ashish Khanna,Siddhartha Bhattacharyya,Oscar Castillo
  • Publisher : Springer Nature
  • Release : 21 November 2021
GET THIS BOOKProceedings of Data Analytics and Management

This book includes original unpublished contributions presented at the International Conference on Data Analytics and Management (ICDAM 2021), held at Jan Wyzykowski University, Poland, during June 2021. The book covers the topics in data analytics, data management, big data, computational intelligence, and communication networks. The book presents innovative work by leading academics, researchers, and experts from industry which is useful for young researchers and students.

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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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Intelligent Computing

Intelligent Computing
  • Author : Kohei Arai,Rahul Bhatia,Supriya Kapoor
  • Publisher : Springer
  • Release : 08 July 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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