Model Management and Analytics for Large Scale Systems

Written By Bedir Tekinerdogan
Model Management and Analytics for Large Scale Systems
  • Publsiher : Academic Press
  • Release : 14 September 2019
  • ISBN : 0128166509
  • Pages : 344 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Model Management and Analytics for Large Scale Systems written by Bedir Tekinerdogan which was release on 14 September 2019, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Model Management and Analytics for Large Scale Systems covers the use of models and related artefacts (such as metamodels and model transformations) as central elements for tackling the complexity of building systems and managing data. With their increased use across diverse settings, the complexity, size, multiplicity and variety of those artefacts has increased. Originally developed for software engineering, these approaches can now be used to simplify the analytics of large-scale models and automate complex data analysis processes. Those in the field of data science will gain novel insights on the topic of model analytics that go beyond both model-based development and data analytics. This book is aimed at both researchers and practitioners who are interested in model-based development and the analytics of large-scale models, ranging from big data management and analytics, to enterprise domains. The book could also be used in graduate courses on model development, data analytics and data management. Identifies key problems and offers solution approaches and tools that have been developed or are necessary for model management and analytics Explores basic theory and background, current research topics, related challenges and the research directions for model management and analytics Provides a complete overview of model management and analytics frameworks, the different types of analytics (descriptive, diagnostics, predictive and prescriptive), the required modelling and method steps, and important future directions

Model Management and Analytics for Large Scale Systems

Model Management and Analytics for Large Scale Systems
  • Author : Bedir Tekinerdogan,Önder Babur,Loek Cleophas,Mark van den Brand,Mehmet Aksit
  • Publisher : Academic Press
  • Release Date : 2019-09-14
  • Total pages : 344
  • ISBN : 0128166509
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Summary : Model Management and Analytics for Large Scale Systems covers the use of models and related artefacts (such as metamodels and model transformations) as central elements for tackling the complexity of building systems and managing data. With their increased use across diverse settings, the complexity, size, multiplicity and variety of those ...

Business Modeling and Software Design

Business Modeling and Software Design
  • Author : Boris Shishkov
  • Publisher : Springer Nature
  • Release Date : 2020-07-06
  • Total pages : 395
  • ISBN : 0128166509
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Summary : This book constitutes the refereed proceedings of the 10th International Symposium on Business Modeling and Software Design, BMSD 2020, which took place in Berlin, Germany, in July 2020. BMSD is a leading international forum that brings together researchers and practitioners interested in business modeling and its relation to software design. Particular areas ...

Knowledge Management in the Development of Data Intensive Systems

Knowledge Management in the Development of Data Intensive Systems
  • Author : Ivan Mistrik,Matthias Galster,Bruce R. Maxim,Bedir Tekinerdogan
  • Publisher : CRC Press
  • Release Date : 2021-06-15
  • Total pages : 342
  • ISBN : 0128166509
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Summary : Data-intensive systems are software applications that process and generate Big Data. Data-intensive systems support the use of large amounts of data strategically and efficiently to provide intelligence. For example, examining industrial sensor data or business process data can enhance production, guide proactive improvements of development processes, or optimize supply chain ...

Advanced Informatics for Computing Research

Advanced Informatics for Computing Research
  • Author : Ashish Kumar Luhach,Dharm Singh Jat,Kamarul Hawari Bin Ghazali,Xiao-Zhi Gao,Pawan Lingras
  • Publisher : Springer Nature
  • Release Date : 2021-06-19
  • Total pages : 683
  • ISBN : 0128166509
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Summary : This two-volume set (CCIS 1393 and CCIS 1394) constitutes selected and revised papers of the 4th International Conference on Advanced Informatics for Computing Research, ICAICR 2020, held in Gurugram, India, in December 2020. The 34 revised full papers and 51 short papers presented were carefully reviewed and selected from 306 submissions. The papers are organized in topical ...

Systems Modelling and Management

Systems Modelling and Management
  • Author : Önder Babur,Joachim Denil,Birgit Vogel-Heuser
  • Publisher : Springer Nature
  • Release Date : 2020-10-16
  • Total pages : 197
  • ISBN : 0128166509
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Summary : This book constitutes the refereed proceedings of the First International Conference on Systems Modelling and Management, ICSMM 2020, planned to be held in Bergen, Norway, in June 2020. Due to the COVID-19 pandemic the conference did not take place physically or virtually. The 10 full papers and 3 short papers were thoroughly reviewed and ...

The Oxford Handbook of Talent Management

The Oxford Handbook of Talent Management
  • Author : David G. Collings,Kamel Mellahi,Wayne F. Cascio
  • Publisher : Oxford University Press
  • Release Date : 2017
  • Total pages : 575
  • ISBN : 0128166509
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Summary : The Oxford Handbook of Talent Management offers academic researchers, advanced postgraduate students, and reflective practitioners a state-of-the-art overview of the key themes, topics, and debates in talent management. The Handbook is designed with a multi-disciplinary perspective in mind and draws upon perspectives from, inter alia, human resource management, psychology, and ...

Computer Aided Systems Theory EUROCAST 2019

Computer Aided Systems Theory     EUROCAST 2019
  • Author : Roberto Moreno-Díaz,Franz Pichler,Alexis Quesada-Arencibia
  • Publisher : Springer Nature
  • Release Date : 2020-04-15
  • Total pages : 518
  • ISBN : 0128166509
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Summary : The two-volume set LNCS 12013 and 12014 constitutes the thoroughly refereed proceedings of the 17th International Conference on Computer Aided Systems Theory, EUROCAST 2019, held in Las Palmas de Gran Canaria, Spain, in February 2019. The 123 full papers presented were carefully reviewed and selected from 172 submissions. The papers are organized in the following topical ...

Big Data Science and Analytics for Smart Sustainable Urbanism

Big Data Science and Analytics for Smart Sustainable Urbanism
  • Author : Simon Elias Bibri
  • Publisher : Springer
  • Release Date : 2019-05-30
  • Total pages : 337
  • ISBN : 0128166509
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Summary : We are living at the dawn of what has been termed ‘the fourth paradigm of science,’ a scientific revolution that is marked by both the emergence of big data science and analytics, and by the increasing adoption of the underlying technologies in scientific and scholarly research practices. Everything about science ...

Applications of Big Data in Large and Small Scale Systems

Applications of Big Data in Large  and Small Scale Systems
  • Author : Goundar, Sam,Rayani, Praveen Kumar
  • Publisher : IGI Global
  • Release Date : 2021-01-15
  • Total pages : 377
  • ISBN : 0128166509
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Summary : With new technologies, such as computer vision, internet of things, mobile computing, e-governance and e-commerce, and wide applications of social media, organizations generate a huge volume of data and at a much faster rate than several years ago. Big data in large-/small-scale systems, characterized by high volume, diversity, and ...

Big Data Analytics for Large Scale Multimedia Search

Big Data Analytics for Large Scale Multimedia Search
  • Author : Stefanos Vrochidis,Benoit Huet,Edward Y. Chang,Ioannis Kompatsiaris
  • Publisher : John Wiley & Sons
  • Release Date : 2019-03-18
  • Total pages : 376
  • ISBN : 0128166509
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Summary : A timely overview of cutting edge technologies for multimedia retrieval with a special emphasis on scalability The amount of multimedia data available every day is enormous and is growing at an exponential rate, creating a great need for new and more efficient approaches for large scale multimedia search. This book ...

Big Data at Work

Big Data at Work
  • Author : Scott Tonidandel,Eden B. King,Jose M. Cortina
  • Publisher : Routledge
  • Release Date : 2015-11-06
  • Total pages : 382
  • ISBN : 0128166509
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Summary : The amount of data in our world has been exploding, and analyzing large data sets—so called big data—will become a key basis of competition in business. Statisticians and researchers will be updating their analytic approaches, methods and research to meet the demands created by the availability of big ...

Big Data 2 0 Processing Systems

Big Data 2 0 Processing Systems
  • Author : Sherif Sakr
  • Publisher : Springer Nature
  • Release Date : 2020-07-09
  • Total pages : 145
  • ISBN : 0128166509
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Summary : This book provides readers the “big picture” and a comprehensive survey of the domain of big data processing systems. For the past decade, the Hadoop framework has dominated the world of big data processing, yet recently academia and industry have started to recognize its limitations in several application domains and ...

Modern Approaches in Machine Learning and Cognitive Science A Walkthrough

Modern Approaches in Machine Learning and Cognitive Science  A Walkthrough
  • Author : Vinit Kumar Gunjan,Jacek M. Zurada
  • Publisher : Springer Nature
  • Release Date : 2021-04-26
  • Total pages : 515
  • ISBN : 0128166509
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Summary : This book provides a systematic and comprehensive overview of machine learning with cognitive science methods and technologies which have played an important role at the core of practical solutions for a wide scope of tasks between handheld apps, industrial process control, autonomous vehicles, environmental policies, life sciences, playing computer games, ...

The Sustainable Enterprise Fieldbook

The Sustainable Enterprise Fieldbook
  • Author : Jeana Wirtenberg,Linda M. Kelley,David Lipsky,William G. Russell
  • Publisher : Routledge
  • Release Date : 2018-09-03
  • Total pages : 478
  • ISBN : 0128166509
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Summary : With deep thought and inspiring examples, this updated book engages readers by increasing their understanding and awareness of what sustainability means conceptually, practically, personally, and professionally. It provides readers with the tools and techniques to improve the social, environmental, and economic performance of their organizations in both the short and ...

Data Management in Machine Learning Systems

Data Management in Machine Learning Systems
  • Author : Matthias Boehm,Arun Kumar,Jun Yang
  • Publisher : Morgan & Claypool Publishers
  • Release Date : 2019-02-25
  • Total pages : 173
  • ISBN : 0128166509
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Summary : Large-scale data analytics using machine learning (ML) underpins many modern data-driven applications. ML systems provide means of specifying and executing these ML workloads in an efficient and scalable manner. Data management is at the heart of many ML systems due to data-driven application characteristics, data-centric workload characteristics, and system architectures ...