A Data Centric Internet Of Things Framework Based On Public Cloud

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A Data-centric Internet of Things Framework Based on Public Cloud

Author : Yu Liu
Publisher : Linköping University Electronic Press
ISBN 13 : 9175190133
Total Pages : 43 pages
Book Rating : 4.1/5 (751 download)

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Book Synopsis A Data-centric Internet of Things Framework Based on Public Cloud by : Yu Liu

Download or read book A Data-centric Internet of Things Framework Based on Public Cloud written by Yu Liu and published by Linköping University Electronic Press. This book was released on 2019-08-21 with total page 43 pages. Available in PDF, EPUB and Kindle. Book excerpt: The pervasive application of Internet of Things (IoT) has been seen in many aspects in human daily life and industrial production. The concept of IoT originates from traditional machine-to-machine (M2M) communications which aimed at solving domain-specific and applicationspecific problems. Today, the rapid progress of communication technologies, the maturation of Internet infrastructures, the continuously reduced cost of sensors, and emergence of more open standards, have witnessed the approaching of the expected IoT era, which envisions full connectivity between the physical world and the digital world via the Internet protocol. The popularity of cloud computing technology has enhanced this IoT transform, benefiting from the superior computing capability and flexible data storage, let alone the security, reliability and scalability advantages. However, there are still a series of obstacles confronted by the industry in deployment of IoT services. First, due to the heterogeneity of hardware devices and application scenarios, the interoperability and compatibility between link-layer protocols, sub-systems and back-end services are significantly challenging. Second, the device management requires a uniform scheme to implement the commissioning, communication, authorization and identity management to guarantee security. Last, the heterogeneity of data format, speed and storage mechanism for different services pose a challenge to further data mining. This thesis aims to solve these aforementioned challenges by proposing a data-centric IoT framework based on public cloud platforms. It targets at providing a universal architecture to facilitate the deployment of IoT services in massive IoT and broadband IoT categories. The framework involves three representative communication protocols, namely WiFi, Thread and Lo-RaWAN, to enable support for local, personal, and wide area networks. A security assessment taxonomy for wireless communications in building automation networks is proposed as a tool to evaluate the security performance of adopted protocols, so as to mitigate potential network flaws and guarantee the security. Azure cloud platform is adopted in the framework to provide device management, data processing and storage, visualization, and intelligent services, thanks to the mature cloud infrastructure and the uniform device model and data model. We also exhibit the value of the study by applying the framework into the digitalization procedure of the green plant wall industry. Based on the framework, a remote monitoring and management system for green plant wall is developed as a showcase to validate the feasibility. Furthermore, three specialized visualization methods are proposed and a neuron network-based anomaly detection method is deployed in the project, showing the potential of the framework in terms of data analytics and intelligence.

Managing and Mining Sensor Data

Author : Charu C. Aggarwal
Publisher : Springer Science & Business Media
ISBN 13 : 1461463092
Total Pages : 547 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Managing and Mining Sensor Data by : Charu C. Aggarwal

Download or read book Managing and Mining Sensor Data written by Charu C. Aggarwal and published by Springer Science & Business Media. This book was released on 2013-01-15 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in hardware technology have lead to an ability to collect data with the use of a variety of sensor technologies. In particular sensor notes have become cheaper and more efficient, and have even been integrated into day-to-day devices of use, such as mobile phones. This has lead to a much larger scale of applicability and mining of sensor data sets. The human-centric aspect of sensor data has created tremendous opportunities in integrating social aspects of sensor data collection into the mining process. Managing and Mining Sensor Data is a contributed volume by prominent leaders in this field, targeting advanced-level students in computer science as a secondary text book or reference. Practitioners and researchers working in this field will also find this book useful.

Cloud Network Management

Author : Sanjay Kumar Biswash
Publisher : CRC Press
ISBN 13 : 1000202747
Total Pages : 260 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Cloud Network Management by : Sanjay Kumar Biswash

Download or read book Cloud Network Management written by Sanjay Kumar Biswash and published by CRC Press. This book was released on 2020-10-26 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data storage, processing, and management at remote location over dynamic networks is the most challenging task in cloud networks. Users’ expectations are very high for data accuracy, reliability, accessibility, and availability in pervasive cloud environment. It was the core motivation for the Cloud Networks Internet of Things (CNIoT). The exponential growth of the networks and data management in CNIoT must be implemented in fast growing service sectors such as logistic and enterprise management. The network based IoT works as a bridge to fill the gap between IT and cloud networks, where data is easily accessible and available. This book provides a framework for the next generation of cloud networks, which is the emerging part of 5G partnership projects. This contributed book has following salient features, A cloud-based next generation networking technologies. Cloud-based IoT and mobility management technology. The proposed book is a reference for research scholars and course supplement for cloud-IoT related subjects such as distributed networks in computer/ electrical engineering. Sanjay Kumar Biswash is working as an Assistant professor in NIIT University, India. He held Research Scientist position, Institute of Cybernetics, National Research Tomsk Polytechnic University, Russia. He was PDF at LNCC, Brazil and SDSU, USA. He was a visiting researcher to the UC, Portugal. Sourav Kanti Addya is working as an Assistant professor in NITK, Surathkal, India. He was a PDF at IIT Kharagpur, India. He was a visiting scholar at SDSU, USA. He obtained national level GATE scholarship. He is a member of IEEE, ACM.

Intelligent Systems and Applications

Author : Anand J. Kulkarni
Publisher : Springer Nature
ISBN 13 : 9811965811
Total Pages : 512 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Intelligent Systems and Applications by : Anand J. Kulkarni

Download or read book Intelligent Systems and Applications written by Anand J. Kulkarni and published by Springer Nature. This book was released on 2022-12-27 with total page 512 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprises the proceedings of the International Conference on Intelligent Systems and Applications (ICISA 2022). The contents of this volume focus on novel and modified artificial intelligence and machine learning-based methods and their applications in robotics, pharmaceutics, banking & finance, agriculture, food processing, crime prevention, smart homes, transportation, traffic control, and wildlife conservation, etc. This volume will prove a valuable resource for those in academia and industry.

Artificial Intelligence and Internet of Things based Augmented Trends for Data Driven Systems

Author : Anshu Singla
Publisher : CRC Press
ISBN 13 : 1040088813
Total Pages : 297 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Artificial Intelligence and Internet of Things based Augmented Trends for Data Driven Systems by : Anshu Singla

Download or read book Artificial Intelligence and Internet of Things based Augmented Trends for Data Driven Systems written by Anshu Singla and published by CRC Press. This book was released on 2024-07-31 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprehensively discusses the role of cloud computing in artificial intelligence‐based data‐driven systems and hybrid cloud computing for large data‐driven applications. It further explores new approaches, paradigms, and frameworks to meet societal challenges by providing solutions for critical insights into data. The text provides Internet of Things‐based frameworks and advanced computing techniques to deal with online/virtual systems. This book: • Covers the aspects of security, authentication, and prediction for data‐driven systems in heterogeneous environments. • Provides data‐driven frameworks in combination with the Internet of Things, artificial intelligence, and computing to provide critical insights and decision‐making for real‐time problems. • Showcases deep learning‐based computer vision algorithms for enhanced pattern detection in different domains based on data‐centric approaches. • Examines the role of the Internet of Things and machine learning algorithms for data‐driven systems. • Highlights the applications of data‐driven systems and cloud computing in enhancing network performance. This book is primarily written for senior undergraduates, graduate students, and academic researchers in diverse fields including electrical engineering, electronics and communications engineering, and computer science engineering.

Cloud Network Management

Author : Sanjay Kumar Biswash
Publisher : CRC Press
ISBN 13 : 1000202607
Total Pages : 266 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Cloud Network Management by : Sanjay Kumar Biswash

Download or read book Cloud Network Management written by Sanjay Kumar Biswash and published by CRC Press. This book was released on 2020-10-26 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data storage, processing, and management at remote location over dynamic networks is the most challenging task in cloud networks. Users’ expectations are very high for data accuracy, reliability, accessibility, and availability in pervasive cloud environment. It was the core motivation for the Cloud Networks Internet of Things (CNIoT). The exponential growth of the networks and data management in CNIoT must be implemented in fast growing service sectors such as logistic and enterprise management. The network based IoT works as a bridge to fill the gap between IT and cloud networks, where data is easily accessible and available. This book provides a framework for the next generation of cloud networks, which is the emerging part of 5G partnership projects. This contributed book has following salient features, A cloud-based next generation networking technologies. Cloud-based IoT and mobility management technology. The proposed book is a reference for research scholars and course supplement for cloud-IoT related subjects such as distributed networks in computer/ electrical engineering. Sanjay Kumar Biswash is working as an Assistant professor in NIIT University, India. He held Research Scientist position, Institute of Cybernetics, National Research Tomsk Polytechnic University, Russia. He was PDF at LNCC, Brazil and SDSU, USA. He was a visiting researcher to the UC, Portugal. Sourav Kanti Addya is working as an Assistant professor in NITK, Surathkal, India. He was a PDF at IIT Kharagpur, India. He was a visiting scholar at SDSU, USA. He obtained national level GATE scholarship. He is a member of IEEE, ACM.

The Internet of Things: Breakthroughs in Research and Practice

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1522518339
Total Pages : 530 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis The Internet of Things: Breakthroughs in Research and Practice by : Management Association, Information Resources

Download or read book The Internet of Things: Breakthroughs in Research and Practice written by Management Association, Information Resources and published by IGI Global. This book was released on 2017-02-14 with total page 530 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 computing, regulatory standards, and trust management, this book is ideally designed for engineers, researchers, professionals, graduate students, and practitioners seeking scholarly insights on the Internet of Things.

Securing the Internet of Things: Concepts, Methodologies, Tools, and Applications

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1522598677
Total Pages : 1805 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Securing the Internet of Things: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Securing the Internet of Things: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2019-09-06 with total page 1805 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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. As the applications of the internet of things continue to progress so do the security concerns for this technology. The study of threat prevention in the internet of things is necessary as security breaches in this field can ruin industries and lives. Securing the Internet of Things: Concepts, Methodologies, Tools, and Applications is a vital reference source that examines recent developments and emerging trends in security and privacy for the internet of things through new models, practical solutions, and technological advancements related to security. Highlighting a range of topics such as cloud security, threat detection, and open source software, this multi-volume book is ideally designed for engineers, IT consultants, ICT procurement managers, network system integrators, infrastructure service providers, researchers, academics, and professionals interested in current research on security practices pertaining to the internet of things.

SDN-Supported Edge-Cloud Interplay for Next Generation Internet of Things

Author : Kshira Sagar Sahoo
Publisher : CRC Press
ISBN 13 : 100081484X
Total Pages : 303 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis SDN-Supported Edge-Cloud Interplay for Next Generation Internet of Things by : Kshira Sagar Sahoo

Download or read book SDN-Supported Edge-Cloud Interplay for Next Generation Internet of Things written by Kshira Sagar Sahoo and published by CRC Press. This book was released on 2022-12-20 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: SDN-Supported Edge-Cloud Interplay for Next Generation Internet of Things is an invaluable resource coveringa wide range of research directions in the field of edge-cloud computing, SDN, and IoT. The integration of SDN in edge-cloud interplay is a promising framework for enhancing the QoS for complex IoT-driven applications. The interplay between cloud and edge solves some of the major challenges that arise in traditional IoT architecture. This book is a starting point for those involved in this research domain and explores a range of significant issues including network congestion, traffic management, latency, QoS, scalability, security, and controller placement problems. Features: The book covers emerging trends, issues and solutions in the direction of Edge-cloud interplay It highlights the research advances in on SDN, edge, and IoT architecture for smart cities, and software-defined internet of vehicles It includes detailed discussion has made of performance evaluations of SDN controllers, scalable software-defined edge computing, and AI for edge computing Applications areas include machine learning and deep learning in SDN-supported edge-cloud systems Different use cases covered include smart health care, smart city, internet of drones, etc This book is designed for scientific communities including graduate students, academicians, and industry professionals who are interested in exploring technologies related to the internet of things such as cloud, SDN, edge, internet of drones, etc.

Enabling Real-Time Mobile Cloud Computing through Emerging Technologies

Author : Soyata, Tolga
Publisher : IGI Global
ISBN 13 : 1466686634
Total Pages : 400 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Enabling Real-Time Mobile Cloud Computing through Emerging Technologies by : Soyata, Tolga

Download or read book Enabling Real-Time Mobile Cloud Computing through Emerging Technologies written by Soyata, Tolga and published by IGI Global. This book was released on 2015-07-25 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today's smartphones utilize a rapidly developing range of sophisticated applications, pushing the limits of mobile processing power. The increased demand for cell phone applications has necessitated the rise of mobile cloud computing, a technological research arena which combines cloud computing, mobile computing, and wireless networks to maximize the computational and data storage capabilities of mobile devices. Enabling Real-Time Mobile Cloud Computing through Emerging Technologies is an authoritative and accessible resource that incorporates surveys, tutorials, and the latest scholarly research on cellular technologies to explore the latest developments in mobile and wireless computing technologies. With its exhaustive coverage of emerging techniques, protocols, and computational structures, this reference work is an ideal tool for students, instructors, and researchers in the field of telecommunications. This reference work features astute articles on a wide range of current research topics including, but not limited to, architectural communication components (cloudlets), infrastructural components, secure mobile cloud computing, medical cloud computing, network latency, and emerging open source structures that optimize and accelerate smartphones.

Smart Cities

Author : Enrique Alba
Publisher : Springer
ISBN 13 : 331959513X
Total Pages : 165 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Smart Cities by : Enrique Alba

Download or read book Smart Cities written by Enrique Alba and published by Springer. This book was released on 2017-06-07 with total page 165 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the second International Conference on Smart Cities, Smart-CT 2017, held in Málaga, Spain, in June 2017. The 16 papers presented in this volume were carefully reviewed and selected from 21 submissions. The topics covered include studies and tools to improve road traffic, energy consumption, logistics, frameworks to provide new services and take decisions in a holistic way, driving assistance, electric vehicles, public transport, and surveys on smart city concepts.

The Data-Driven Blockchain Ecosystem

Author : Alex Khang
Publisher : CRC Press
ISBN 13 : 1000802019
Total Pages : 289 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis The Data-Driven Blockchain Ecosystem by : Alex Khang

Download or read book The Data-Driven Blockchain Ecosystem written by Alex Khang and published by CRC Press. This book was released on 2022-12-29 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on futuristic approaches and designs for real-time systems and applications, as well as the fundamental concepts of including advanced techniques and tools in models of data-driven blockchain ecosystems. The Data-Driven Blockchain Ecosystem: Fundamentals, Applications, and Emerging Technologies discusses how to implement and manage processes for releasing and delivering blockchain applications. It presents the core of blockchain technology, IoT-based and AI-based blockchain systems, and various manufacturing areas related to Industry 4.0. The book illustrates how to apply design principles to develop and manage blockchain networks, and also covers the role that cloud computing plays in blockchain applications. All major technologies involved in blockchain-embedded applications are included in this book, which makes it useful to engineering students, researchers, academicians, and professionals interested in the core of blockchain technology.

Internet of Things and Big Data Analytics Toward Next-Generation Intelligence

Author : Nilanjan Dey
Publisher : Springer
ISBN 13 : 331960435X
Total Pages : 549 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Internet of Things and Big Data Analytics Toward Next-Generation Intelligence by : Nilanjan Dey

Download or read book Internet of Things and Big Data Analytics Toward Next-Generation Intelligence written by Nilanjan Dey and published by Springer. This book was released on 2017-08-14 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights state-of-the-art research on big data and the Internet of Things (IoT), along with related areas to ensure efficient and Internet-compatible IoT systems. It not only discusses big data security and privacy challenges, but also energy-efficient approaches to improving virtual machine placement in cloud computing environments. Big data and the Internet of Things (IoT) are ultimately two sides of the same coin, yet extracting, analyzing and managing IoT data poses a serious challenge. Accordingly, proper analytics infrastructures/platforms should be used to analyze IoT data. Information technology (IT) allows people to upload, retrieve, store and collect information, which ultimately forms big data. The use of big data analytics has grown tremendously in just the past few years. At the same time, the IoT has entered the public consciousness, sparking people’s imaginations as to what a fully connected world can offer. Further, the book discusses the analysis of real-time big data to derive actionable intelligence in enterprise applications in several domains, such as in industry and agriculture. It explores possible automated solutions in daily life, including structures for smart cities and automated home systems based on IoT technology, as well as health care systems that manage large amounts of data (big data) to improve clinical decisions. The book addresses the security and privacy of the IoT and big data technologies, while also revealing the impact of IoT technologies on several scenarios in smart cities design. Intended as a comprehensive introduction, it offers in-depth analysis and provides scientists, engineers and professionals the latest techniques, frameworks and strategies used in IoT and big data technologies.

The Internet of Things in the Cloud

Author : Honbo Zhou
Publisher : CRC Press
ISBN 13 : 1466589043
Total Pages : 395 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis The Internet of Things in the Cloud by : Honbo Zhou

Download or read book The Internet of Things in the Cloud written by Honbo Zhou and published by CRC Press. This book was released on 2013-03-21 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: Although the Internet of Things (IoT) is a vast and dynamic territory that is evolving rapidly, there has been a need for a book that offers a holistic view of the technologies and applications of the entire IoT spectrum. Filling this void, The Internet of Things in the Cloud: A Middleware Perspective provides a comprehensive introduction to the IoT and its development worldwide. It gives you a panoramic view of the IoT landscape—focusing on the overall technological architecture and design of a tentatively unified IoT framework underpinned by Cloud computing from a middleware perspective. Organized into three sections, it: Describes the many facets of Internet of Things—including the four pillars of IoT and the three layer value chain of IoT Focuses on middleware, the glue and building blocks of a holistic IoT system on every layer of the architecture Explores Cloud computing and IoT as well as their synergy based on the common background of distributed processing The book is based on the author’s two previous bestselling books (in Chinese) on IoT and Cloud computing and more than two decades of hands-on software/middleware programming and architecting experience at organizations such as the Oak Ridge National Laboratory, IBM, BEA Systems, and Silicon Valley startup Doubletwist. Tapping into this wealth of knowledge, the book categorizes the many facets of the IoT and proposes a number of paradigms and classifications about Internet of Things' mass and niche markets and technologies.

Research Anthology on Architectures, Frameworks, and Integration Strategies for Distributed and Cloud Computing

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1799853403
Total Pages : 2700 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Research Anthology on Architectures, Frameworks, and Integration Strategies for Distributed and Cloud Computing by : Management Association, Information Resources

Download or read book Research Anthology on Architectures, Frameworks, and Integration Strategies for Distributed and Cloud Computing written by Management Association, Information Resources and published by IGI Global. This book was released on 2021-01-25 with total page 2700 pages. Available in PDF, EPUB and Kindle. Book excerpt: Distributed systems intertwine with our everyday lives. The benefits and current shortcomings of the underpinning technologies are experienced by a wide range of people and their smart devices. With the rise of large-scale IoT and similar distributed systems, cloud bursting technologies, and partial outsourcing solutions, private entities are encouraged to increase their efficiency and offer unparalleled availability and reliability to their users. The Research Anthology on Architectures, Frameworks, and Integration Strategies for Distributed and Cloud Computing is a vital reference source that provides valuable insight into current and emergent research occurring within the field of distributed computing. It also presents architectures and service frameworks to achieve highly integrated distributed systems and solutions to integration and efficient management challenges faced by current and future distributed systems. Highlighting a range of topics such as data sharing, wireless sensor networks, and scalability, this multi-volume book is ideally designed for system administrators, integrators, designers, developers, researchers, academicians, and students.

Handbook of Research on AI and Knowledge Engineering for Real-Time Business Intelligence

Author : Hiran, Kamal Kant
Publisher : IGI Global
ISBN 13 : 1668465205
Total Pages : 383 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Handbook of Research on AI and Knowledge Engineering for Real-Time Business Intelligence by : Hiran, Kamal Kant

Download or read book Handbook of Research on AI and Knowledge Engineering for Real-Time Business Intelligence written by Hiran, Kamal Kant and published by IGI Global. This book was released on 2023-04-04 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) is influencing the future of almost every sector and human being. AI has been the primary driving force behind emerging technologies such as big data, blockchain, robots, and the internet of things (IoT), and it will continue to be a technological innovator for the foreseeable future. New algorithms in AI are changing business processes and deploying AI-based applications in various sectors. The Handbook of Research on AI and Knowledge Engineering for Real-Time Business Intelligence is a comprehensive reference that presents cases and best practices of AI and knowledge engineering applications on business intelligence. Covering topics such as deep learning methods, face recognition, and sentiment analysis, this major reference work is a dynamic resource for business leaders and executives, IT managers, AI scientists, students and educators of higher education, librarians, researchers, and academicians.

The Enterprise Big Data Framework

Author : Jan-Willem Middelburg
Publisher : Kogan Page Publishers
ISBN 13 : 1398601721
Total Pages : 497 pages
Book Rating : 4.3/5 (986 download)

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Book Synopsis The Enterprise Big Data Framework by : Jan-Willem Middelburg

Download or read book The Enterprise Big Data Framework written by Jan-Willem Middelburg and published by Kogan Page Publishers. This book was released on 2023-11-03 with total page 497 pages. Available in PDF, EPUB and Kindle. Book excerpt: Businesses who can make sense of the huge influx and complexity of data will be the big winners in the information economy. This comprehensive guide covers all the aspects of transforming enterprise data into value, from the initial set-up of a big data strategy, towards algorithms, architecture and data governance processes. Using a vendor-independent approach, The Enterprise Big Data Framework offers practical advice on how to develop data-driven decision making, detailed data analysis and data engineering techniques. With a focus on business implementation, The Enterprise Big Data Framework includes sections on analysis, engineering, algorithm design and big data architecture, and covers topics such as data preparation and presentation, data modelling, data science, programming languages and machine learning algorithms. Endorsed by leading accreditation and examination institute AMPG International, this book is required reading for the Enterprise Big Data Certifications, which aim to develop excellence in big data practices across the globe. Online resources include sample data for practice purposes.