Perspectives on Data Science for Software Engineering

Written By Tim Menzies
Perspectives on Data Science for Software Engineering
  • Publsiher : Morgan Kaufmann
  • Release : 14 July 2016
  • ISBN : 0128042613
  • Pages : 408 pages
  • Rating : 5/5 from 1 reviews
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Read or download book entitled Perspectives on Data Science for Software Engineering written by Tim Menzies which was release on 14 July 2016, this book published by Morgan Kaufmann. Available in PDF, EPUB and Kindle Format. Book excerpt: Perspectives on Data Science for Software Engineering presents the best practices of seasoned data miners in software engineering. The idea for this book was created during the 2014 conference at Dagstuhl, an invitation-only gathering of leading computer scientists who meet to identify and discuss cutting-edge informatics topics. At the 2014 conference, the concept of how to transfer the knowledge of experts from seasoned software engineers and data scientists to newcomers in the field highlighted many discussions. While there are many books covering data mining and software engineering basics, they present only the fundamentals and lack the perspective that comes from real-world experience. This book offers unique insights into the wisdom of the community’s leaders gathered to share hard-won lessons from the trenches. Ideas are presented in digestible chapters designed to be applicable across many domains. Topics included cover data collection, data sharing, data mining, and how to utilize these techniques in successful software projects. Newcomers to software engineering data science will learn the tips and tricks of the trade, while more experienced data scientists will benefit from war stories that show what traps to avoid. Presents the wisdom of community experts, derived from a summit on software analytics Provides contributed chapters that share discrete ideas and technique from the trenches Covers top areas of concern, including mining security and social data, data visualization, and cloud-based data Presented in clear chapters designed to be applicable across many domains

Perspectives on Data Science for Software Engineering

Perspectives on Data Science for Software Engineering
  • Author : Tim Menzies,Laurie Williams,Thomas Zimmermann
  • Publisher : Morgan Kaufmann
  • Release Date : 2016-07-14
  • Total pages : 408
  • ISBN : 0128042613
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Summary : Perspectives on Data Science for Software Engineering presents the best practices of seasoned data miners in software engineering. The idea for this book was created during the 2014 conference at Dagstuhl, an invitation-only gathering of leading computer scientists who meet to identify and discuss cutting-edge informatics topics. At the 2014 conference, the ...

Contemporary Empirical Methods in Software Engineering

Contemporary Empirical Methods in Software Engineering
  • Author : Michael Felderer,Guilherme Horta Travassos
  • Publisher : Springer Nature
  • Release Date : 2020-08-27
  • Total pages : 525
  • ISBN : 0128042613
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Summary : This book presents contemporary empirical methods in software engineering related to the plurality of research methodologies, human factors, data collection and processing, aggregation and synthesis of evidence, and impact of software engineering research. The individual chapters discuss methods that impact the current evolution of empirical software engineering and form the ...

Microservices in Big Data Analytics

Microservices in Big Data Analytics
  • Author : Anil Chaudhary,Chothmal Choudhary,Mukesh Kumar Gupta,Chhagan Lal,Tapas Badal
  • Publisher : Springer Nature
  • Release Date : 2019-11-26
  • Total pages : 188
  • ISBN : 0128042613
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Summary : These proceedings gather cutting-edge papers exploring the principles, techniques, and applications of Microservices in Big Data Analytics. The ICETCE-2019 is the latest installment in a successful series of annual conferences that began in 2011. Every year since, it has significantly contributed to the research community in the form of numerous high-quality ...

Software Engineering Perspectives in Intelligent Systems

Software Engineering Perspectives in Intelligent Systems
  • Author : Radek Silhavy,Petr Silhavy,Zdenka Prokopova
  • Publisher : Springer Nature
  • Release Date : 2020-12-15
  • Total pages : 1150
  • ISBN : 0128042613
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Summary : This book constitutes the refereed proceedings of the 4th Computational Methods in Systems and Software 2020 (CoMeSySo 2020) proceedings. Software engineering, computer science and artificial intelligence are crucial topics for the research within an intelligent systems problem domain. The CoMeSySo 2020 conference is breaking the barriers, being held online. CoMeSySo 2020 intends to provide ...

Artificial Intelligence Methods For Software Engineering

Artificial Intelligence Methods For Software Engineering
  • Author : Meir Kalech,Rui Abreu,Mark Last
  • Publisher : World Scientific
  • Release Date : 2021-06-15
  • Total pages : 456
  • ISBN : 0128042613
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Summary : Software is an integral part of our lives today. Modern software systems are highly complex and often pose new challenges in different aspects of Software Engineering (SE).Artificial Intelligence (AI) is a growing field in computer science that has been proven effective in applying and developing AI techniques to address ...

Rethinking Productivity in Software Engineering

Rethinking Productivity in Software Engineering
  • Author : Caitlin Sadowski,Thomas Zimmermann
  • Publisher : Apress
  • Release Date : 2019-05-07
  • Total pages : 310
  • ISBN : 0128042613
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Summary : Get the most out of this foundational reference and improve the productivity of your software teams. This open access book collects the wisdom of the 2017 "Dagstuhl" seminar on productivity in software engineering, a meeting of community leaders, who came together with the goal of rethinking traditional definitions and measures of ...

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Computational Management
  • Author : Srikanta Patnaik,Kayhan Tajeddini,Vipul Jain
  • Publisher : Springer Nature
  • Release Date : 2021-05-29
  • Total pages : 682
  • ISBN : 0128042613
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Summary : This book offers a timely review of cutting-edge applications of computational intelligence to business management and financial analysis. It covers a wide range of intelligent and optimization techniques, reporting in detail on their application to real-world problems relating to portfolio management and demand forecasting, decision making, knowledge acquisition, and supply ...

Handbook of Research on Applied Data Science and Artificial Intelligence in Business and Industry

Handbook of Research on Applied Data Science and Artificial Intelligence in Business and Industry
  • Author : Chkoniya, Valentina
  • Publisher : IGI Global
  • Release Date : 2021-06-25
  • Total pages : 653
  • ISBN : 0128042613
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Summary : The contemporary world lives on the data produced at an unprecedented speed through social networks and the internet of things (IoT). Data has been called the new global currency, and its rise is transforming entire industries, providing a wealth of opportunities. Applied data science research is necessary to derive useful ...

Advances in Information Systems Development

Advances in Information Systems Development
  • Author : Bo Andersson,Björn Johansson,Chris Barry,Michael Lang,Henry Linger,Christoph Schneider
  • Publisher : Springer
  • Release Date : 2019-08-02
  • Total pages : 264
  • ISBN : 0128042613
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Summary : This volume features a collection of papers on emerging concepts, significant insights, novel approaches and ideas in information systems research. It examines advances in information systems development in general, and their impact on the development of new methods, tools and management. The book contains invited papers selected from the 27th ...

Web Information Systems and Technologies

Web Information Systems and Technologies
  • Author : María José Escalona,Francisco Domínguez Mayo,Tim A. Majchrzak,Valérie Monfort
  • Publisher : Springer Nature
  • Release Date : 2020-01-16
  • Total pages : 263
  • ISBN : 0128042613
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Summary : This book constitutes revised selected papers from the 14th International Conference on Web Information Systems and Technologies, WEBIST 2018, held in Seville, Spain, in September 2018. The purpose of the WEBIST series of conferences is to bring together researches, engineers and practitioners interested in technological advances and business applications of web-based information ...

Practitioner s Guide to Data Science

Practitioner   s Guide to Data Science
  • Author : Nasir Ali Mirza
  • Publisher : BPB Publications
  • Release Date : 2022-01-17
  • Total pages : 242
  • ISBN : 0128042613
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Summary : Covers Data Science concepts, processes, and the real-world hands-on use cases. KEY FEATURES ● Covers the journey from a basic programmer to an effective Data Science developer. ● Applied use of Data Science native processes like CRISP-DM and Microsoft TDSP. ● Implementation of MLOps using Microsoft Azure DevOps. DESCRIPTION "How is the Data ...

Evaluation of Novel Approaches to Software Engineering

Evaluation of Novel Approaches to Software Engineering
  • Author : Raian Ali,Hermann Kaindl,Leszek A. Maciaszek
  • Publisher : Springer Nature
  • Release Date : 2021-02-26
  • Total pages : 495
  • ISBN : 0128042613
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Summary : This book constitutes selected, revised and extended papers of the 15th International Conference on Evaluation of Novel Approaches to Software Engineering, ENASE 2020, held in virtual format, in May 2020. The 19 revised full papers presented were carefully reviewed and selected from 96 submissions. The papers included in this book contribute to the understanding ...

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 : 0128042613
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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 ...

Managerial Perspectives on Intelligent Big Data Analytics

Managerial Perspectives on Intelligent Big Data Analytics
  • Author : Sun, Zhaohao
  • Publisher : IGI Global
  • Release Date : 2019-02-22
  • Total pages : 335
  • ISBN : 0128042613
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Summary : Big data, analytics, and artificial intelligence are revolutionizing work, management, and lifestyles and are becoming disruptive technologies for healthcare, e-commerce, and web services. However, many fundamental, technological, and managerial issues for developing and applying intelligent big data analytics in these fields have yet to be addressed. Managerial Perspectives on Intelligent ...

Lean and Agile Software Development

Lean and Agile Software Development
  • Author : Adam Przybyłek
  • Publisher : Springer Nature
  • Release Date : 2022-06-30
  • Total pages : 212
  • ISBN : 0128042613
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Summary : Download or read online Lean and Agile Software Development written by Adam Przybyłek, published by Springer Nature which was released on . Get Lean and Agile Software Development Books now! Available in PDF, ePub and Kindle....