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Anomaly Detection And Complex Event Processing Over Iot Data Streams


Anomaly Detection And Complex Event Processing Over Iot Data Streams
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Anomaly Detection And Complex Event Processing Over Iot Data Streams


Anomaly Detection And Complex Event Processing Over Iot Data Streams
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Author : Patrick Schneider
language : en
Publisher: Academic Press
Release Date : 2022-01-07

Anomaly Detection And Complex Event Processing Over Iot Data Streams written by Patrick Schneider and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-07 with Computers categories.


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



Data Semantic Enrichment For Complex Event Processing Over Iot Data Streams


Data Semantic Enrichment For Complex Event Processing Over Iot Data Streams
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Author : Patrick Schneider
language : en
Publisher:
Release Date : 2019

Data Semantic Enrichment For Complex Event Processing Over Iot Data Streams written by Patrick Schneider and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.


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.



Data Science And Applications


Data Science And Applications
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Author : Satyasai Jagannath Nanda
language : en
Publisher: Springer Nature
Release Date : 2025-06-21

Data Science And Applications written by Satyasai Jagannath Nanda and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-21 with Computers categories.


This book gathers outstanding papers presented at the 5th International Conference on Data Science and Applications (ICDSA 2024), organized by Soft Computing Research Society (SCRS) and Malaviya National Institute of Technology Jaipur, India, from 17 to 19 July 2024. The book is divided into four volumes, and it covers theoretical and empirical developments in various areas of big data analytics, big data technologies, decision tree learning, wireless communication, wireless sensor networking, bioinformatics and systems, artificial neural networks, deep learning, genetic algorithms, data mining, fuzzy logic, optimization algorithms, image processing, computational intelligence in civil engineering, and creative computing.



Emerging Trends In Expert Applications And Security


Emerging Trends In Expert Applications And Security
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Author : Vijay Singh Rathore
language : en
Publisher: Springer Nature
Release Date : 2024-09-15

Emerging Trends In Expert Applications And Security written by Vijay Singh Rathore and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-15 with Computers categories.


The book covers current developments in the field of computer system security using cryptographic algorithms and other security schemes for system as well as cloud. The proceedings compiles the selected research papers presented at ICE-TEAS 2024 Conference held at Jaipur Engineering College and Research Centre, Jaipur, India, during March 15–17, 2024. The book focuses on expert applications and artificial intelligence; information and application security; advanced computing; multimedia applications in forensics, security, and intelligence; and advances in web technologies: implementation and security issues.



Advances In Edge Computing Massive Parallel Processing And Applications


Advances In Edge Computing Massive Parallel Processing And Applications
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Author : F. Xhafa
language : en
Publisher: IOS Press
Release Date : 2020-03-10

Advances In Edge Computing Massive Parallel Processing And Applications written by F. Xhafa and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-10 with Computers categories.


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 aims to alleviate the computational burden of the IoT for the Cloud by pushing some of the computations and logics of processing from the Cloud to the Edge of the Internet. It is becoming commonplace to allocate tasks and applications such as data filtering, classification, semantic enrichment and data aggregation to this layer, but to prevent this new layer from itself becoming another bottleneck for the whole computing stack from IoT to the Cloud, the Edge computing layer needs to be capable of implementing massively parallel and distributed algorithms efficiently. This book, Advances in Edge Computing: Massive Parallel Processing and Applications, addresses these challenges in 11 chapters. Subjects covered include: Fog storage software architecture; IoT-based crowdsourcing; the industrial Internet of Things; privacy issues; smart home management in the Cloud and the Fog; and a cloud robotic solution to assist medical applications. Providing an overview of developments in the field, the book will be of interest to all those working with the Internet of Things and Edge computing.



Machine Learning And Optimization For Engineering Design


Machine Learning And Optimization For Engineering Design
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Author : Apoorva S. Shastri
language : en
Publisher: Springer Nature
Release Date : 2023-12-26

Machine Learning And Optimization For Engineering Design written by Apoorva S. Shastri and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-26 with Mathematics categories.


This book aims to provide a collection of state-of-the-art scientific and technical research papers related to machine learning-based algorithms in the field of optimization and engineering design. The theoretical and practical development for numerous engineering applications such as smart homes, ICT-based irrigation systems, academic success prediction, future agro-industry for crop production, disease classification in plants, dental problems and solutions, loan eligibility processing, etc., and their implementation with several case studies and literature reviews are included as self-contained chapters. Additionally, the book intends to highlight the importance of study and effectiveness in addressing the time and space complexity of problems and enhancing accuracy, analysis, and validations for different practical applications by acknowledging the state-of-the-art literature survey. The book targets a larger audience by exploring multidisciplinary research directions such as computer vision, machine learning, artificial intelligence, modified/newly developed machine learning algorithms, etc., to enhance engineering design applications for society. State-of-the-art research work with illustrations and exercises along with pseudo-code has been provided here.



Recent Advancements In The Diagnosis Of Human Disease


Recent Advancements In The Diagnosis Of Human Disease
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Author : Irshad M. Sulaiman
language : en
Publisher: CRC Press
Release Date : 2024-06-14

Recent Advancements In The Diagnosis Of Human Disease written by Irshad M. Sulaiman and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-14 with Medical categories.


Viruses, bacteria, fungi and parasites are known to cause the most common human disease. It frequently spreads through direct contact (from human to human, animal to human), and through contaminated food or water. With the advancement of diagnostic techniques, it is now possible to rapidly identify microorganisms causing human disease and correlate with the corresponding clinical infection. Therefore, there is a need to develop robust and high-throughput diagnostic methods to prevent and control human disease of public health importance. This book entitled “Recent Advancements in the Diagnosis of Human Disease” will help the scientific community to better understand the transmission dynamics of some human diseases.



Cognitive Digital Twins For Smart Lifecycle Management Of Built Environment And Infrastructure


Cognitive Digital Twins For Smart Lifecycle Management Of Built Environment And Infrastructure
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Author : Ibrahim Yitmen
language : en
Publisher: CRC Press
Release Date : 2023-07-17

Cognitive Digital Twins For Smart Lifecycle Management Of Built Environment And Infrastructure written by Ibrahim Yitmen and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-17 with Computers categories.


This book provides knowledge into Cognitive Digital Twins for smart lifecycle management of built environment and infrastructure focusing on challenges and opportunities. It focuses on the challenges and opportunities of data-driven cognitive systems by integrating the heterogeneous data from multiple resources that can easily be used in a machine learning model and adjust the algorithms. It comprises Digital Twins incorporating cognitive features that will enable sensing complex and unpredicted behavior and reason about dynamic strategies for process optimization to support decision-making in lifecycle management of the built environment and infrastructure. The book introduces the Knowledge Graph (KG)-centric framework for Cognitive Digital Twins involving process modeling and simulation, ontology-based Knowledge Graph, analytics for process optimizations, and interfaces for data operability. It offers contributions of Cognitive Digital Twins for the integration of IoT, Big data, AI, smart sensors, machine learning and communication technologies, all connected to a novel paradigm of self-learning hybrid models with proactive cognitive capabilities. The book presents the topologies of models described for autonomous real time interpretation and decision-making support of complex system development based on Cognitive Digital Twins with applications in critical domains such as maintenance of complex engineering assets in built environment and infrastructure. It offers the essential material to enlighten pertinent research communities of the state-of-the-art research and the latest development in the area of Cognitive Digital Twins, as well as a valuable reference for planners, designers, developers, and ICT experts who are working towards the development and implementation of autonomous Cognitive IoT based on big data analytics and context–aware computing.



Proceedings Of The Third International Conference On Advances In Computing Research Acr 25


Proceedings Of The Third International Conference On Advances In Computing Research Acr 25
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Author : Kevin Daimi
language : en
Publisher: Springer Nature
Release Date : 2025-05-17

Proceedings Of The Third International Conference On Advances In Computing Research Acr 25 written by Kevin Daimi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-17 with Computers categories.


This book concentrates on advances in research in the areas of computational intelligence, cybersecurity engineering, data analytics engineering, network and communications, cloud and mobile computing, software engineering, and robotics and automation. The Third International Conference on Advances in Computing Research (ACR’25), July 7–9, 2025, Nice, France, brings together a diverse group of researchers from all over the world with the intent of fostering collaboration and dissemination of the advances in computing technologies. The conference is aptly segmented into six tracks to promote a birds-of-the-same-feather congregation and maximize participation. It introduces the concepts, techniques, methods, approaches, and trends needed by researchers, graduate students, specialists, and educators for keeping current and enhancing their research and knowledge in these areas.



Digitalization And The Transformation Of The Healthcare Sector


Digitalization And The Transformation Of The Healthcare Sector
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Author : Wickramasinghe, Nilmini
language : en
Publisher: IGI Global
Release Date : 2024-11-27

Digitalization And The Transformation Of The Healthcare Sector written by Wickramasinghe, Nilmini and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-27 with Business & Economics categories.


Healthcare delivery today is plagued with numerous challenges such as escalating costs, an aging population with a longer life expectancy, rapid increases in chronic conditions, and more. To address this and deliver a healthcare value proposition of better quality, access, and value to all, it is vital to look to advances in digital solutions. Rapid advances in technology enable the possibility of delivering tailored, personalized, and precise care. This leads to ensuring optimal clinical resources, timely as well as effective, efficient and efficacious care, happier patients, a smarter and supported clinical workforce, and a healthier community. Digitalization and the Transformation of the Healthcare Sector provides a compilation of critical aspects that collectively serve to underscore the potential digital technologies advances can bring to healthcare delivery. It discusses the potential of e-health and lays out a clear road map and vision for achieving high quality, high value care for all. Covering topics such as 5G technology, metaverse, and telemedicine, this book is an excellent resource for researchers, academicians, clinicians, allied health workers, managers in healthcare, policymakers, graduate and postgraduate students, and more.