Sharing Data and Models in Software Engineering

Written By Tim Menzies
Sharing Data and Models in Software Engineering
  • Publsiher : Morgan Kaufmann
  • Release : 22 December 2014
  • ISBN : 0124173071
  • Pages : 406 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Sharing Data and Models in Software Engineering written by Tim Menzies which was release on 22 December 2014, this book published by Morgan Kaufmann. Available in PDF, EPUB and Kindle Format. Book excerpt: Data Science for Software Engineering: Sharing Data and Models presents guidance and procedures for reusing data and models between projects to produce results that are useful and relevant. Starting with a background section of practical lessons and warnings for beginner data scientists for software engineering, this edited volume proceeds to identify critical questions of contemporary software engineering related to data and models. Learn how to adapt data from other organizations to local problems, mine privatized data, prune spurious information, simplify complex results, how to update models for new platforms, and more. Chapters share largely applicable experimental results discussed with the blend of practitioner focused domain expertise, with commentary that highlights the methods that are most useful, and applicable to the widest range of projects. Each chapter is written by a prominent expert and offers a state-of-the-art solution to an identified problem facing data scientists in software engineering. Throughout, the editors share best practices collected from their experience training software engineering students and practitioners to master data science, and highlight the methods that are most useful, and applicable to the widest range of projects. Shares the specific experience of leading researchers and techniques developed to handle data problems in the realm of software engineering Explains how to start a project of data science for software engineering as well as how to identify and avoid likely pitfalls Provides a wide range of useful qualitative and quantitative principles ranging from very simple to cutting edge research Addresses current challenges with software engineering data such as lack of local data, access issues due to data privacy, increasing data quality via cleaning of spurious chunks in data

Sharing Data and Models in Software Engineering

Sharing Data and Models in Software Engineering
  • Author : Tim Menzies,Ekrem Kocaguneli,Burak Turhan,Leandro Minku,Fayola Peters
  • Publisher : Morgan Kaufmann
  • Release Date : 2014-12-22
  • Total pages : 406
  • ISBN : 0124173071
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Summary : Data Science for Software Engineering: Sharing Data and Models presents guidance and procedures for reusing data and models between projects to produce results that are useful and relevant. Starting with a background section of practical lessons and warnings for beginner data scientists for software engineering, this edited volume proceeds to ...

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 : 0124173071
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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 ...

Computational Models Software Engineering and Advanced Technologies in Air Transportation Next Generation Applications

Computational Models  Software Engineering  and Advanced Technologies in Air Transportation  Next Generation Applications
  • Author : Weigang, Li,Barros, Alexandre de,Romani de Oliveira, Italo
  • Publisher : IGI Global
  • Release Date : 2009-10-31
  • Total pages : 392
  • ISBN : 0124173071
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Summary : "This book disseminates knowledge on modern information technology applications in air transportation useful to professionals, researchers, and academicians"--Provided by publisher....

Software Engineering Environments

Software Engineering Environments
  • Author : International Workshop on Environments
  • Publisher : Springer Science & Business Media
  • Release Date : 1990-11-28
  • Total pages : 313
  • ISBN : 0124173071
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Summary : Report on the process session at chinon -- An introduction to the IPSE 2.5 project -- TRW's SEE sage -- MASP: A model for assisted software processes -- Goal oriented decomposition -- Its application for process modelling in the PIMS project -- A metaphor and a conceptual architecture for software development ...

Models in Software Engineering

Models in Software Engineering
  • Author : Holger Giese
  • Publisher : Springer Science & Business Media
  • Release Date : 2008-07
  • Total pages : 322
  • ISBN : 0124173071
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Summary : This book constitutes the thoroughly refereed post-workshop proceedings of 10 internationl workshops and 2 symposia held as satellite events of the 10th International Conference on Model Driven Engineering Languages and Systems, MoDELS 2007, in Nashville, TN, USA, in September/October 2007 (see LNCS 4735). The 29 revised full papers were carefully selected for inclusion in the ...

Engineering Agile Big Data Systems

Engineering Agile Big Data Systems
  • Author : Feeney, Kevin,Davies, Jim,Hellmann, Sebastian
  • Publisher : River Publishers
  • Release Date : 2018-11-05
  • Total pages : 436
  • ISBN : 0124173071
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Summary : To be effective, data-intensive systems require extensive ongoing customisation to reflect changing user requirements, organisational policies, and the structure and interpretation of the data they hold. Manual customisation is expensive, time-consuming, and error-prone. In large complex systems, the value of the data can be such that exhaustive testing is necessary ...

Leveraging Applications of Formal Methods Verification and Validation Industrial Practice

Leveraging Applications of Formal Methods  Verification and Validation  Industrial Practice
  • Author : Tiziana Margaria,Bernhard Steffen
  • Publisher : Springer
  • Release Date : 2018-10-29
  • Total pages : 530
  • ISBN : 0124173071
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Summary : The four-volume set LNCS 11244, 11245, 11246, and 11247 constitutes the refereed proceedings of the 8th International Symposium on Leveraging Applications of Formal Methods, Verification and Validation, ISoLA 2018, held in Limassol, Cyprus, in October/November 2018. The papers presented were carefully reviewed and selected for inclusion in the proceedings. Each volume focusses on an individual ...

Geographical Information 97

Geographical Information  97
  • Author : Stuart Hodgson,Massimo Rumor,JanJaap Harts
  • Publisher : IOS Press
  • Release Date : 1997
  • Total pages : 1514
  • ISBN : 0124173071
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Summary : Geographical Information is essential for the layout, planning and management of space, and involves taxation, cadastral data bases, environmental policy, water management, maintenance and protection of pipeline systems, terrain modelling and the making of maps. The third European conference brought together some 300 speakers and authors from academia, industry and government. ...

Model Driven Domain Analysis and Software Development Architectures and Functions

Model Driven Domain Analysis and Software Development  Architectures and Functions
  • Author : Osis, Janis,Asnina, Erika
  • Publisher : IGI Global
  • Release Date : 2010-10-31
  • Total pages : 518
  • ISBN : 0124173071
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Summary : "This book displays how to effectively map and respond to the real-world challenges and purposes which software must solve, covering domains such as mechatronic, embedded and high risk systems, where failure could cost human lives"--Provided by publisher....

Software Development Tools

Software Development Tools
  • Author : W.E. Riddle,R.E. Fairley
  • Publisher : Springer Science & Business Media
  • Release Date : 2012-12-06
  • Total pages : 282
  • ISBN : 0124173071
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Summary : This text contains the proceedings of a workshop on software develoDment tools, held at Pingree Park, Colorado in May, 1979. The workshop, for which we were co-chair men, was primarily, but not exclusively, concerned with a variety of tools supporting pre-implementation phases of software development. The workshop brought together researchers and ...

Distributed Software Engineering

Distributed Software Engineering
  • Author : C. W. Loftus,R. J. Gautier
  • Publisher : Prentice Hall PTR
  • Release Date : 1995
  • Total pages : 260
  • ISBN : 0124173071
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Summary : This book provides practical suggestions, guidelines and rules for meeting the increasingly important requirement of developing software by the collaboration of independent organizations, partly independent organizations and teleworkers. A key theme is the controlled sharing of project information, which may be geographically distributed across diverse networks and computing environments. KEY ...

Agile Processes in Software Engineering and Extreme Programming

Agile Processes  in Software Engineering  and Extreme Programming
  • Author : Helen Sharp,Tracy Hall
  • Publisher : Springer
  • Release Date : 2016-05-14
  • Total pages : 334
  • ISBN : 0124173071
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Summary : This book contains the refereed proceedings of the 17th International Conference on Agile Software Development, XP 2016, held in Edinburgh, UK, in May 2016. While agile development has already become mainstream in industry, this field is still constantly evolving and continues to spur an enormous interest both in industry and academia. To ...

Software Development Techniques for Constructive Information Systems Design

Software Development Techniques for Constructive Information Systems Design
  • Author : Buragga, Khalid A.,Zaman, Noor
  • Publisher : IGI Global
  • Release Date : 2013-03-31
  • Total pages : 460
  • ISBN : 0124173071
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Summary : Software development and information systems design have a unique relationship, but are often discussed and studied independently. However, meticulous software development is vital for the success of an information system. Software Development Techniques for Constructive Information Systems Design focuses the aspects of information systems and software development as a merging ...

Systems Engineering and Its Application to Industrial Product Development

Systems Engineering and Its Application to Industrial Product Development
  • Author : Eugenio Brusa,Ambra Calà,Davide Ferretto
  • Publisher : Springer
  • Release Date : 2017-12-21
  • Total pages : 353
  • ISBN : 0124173071
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Summary : Mastering the complexity of innovative systems is a challenging aspect of design and product development. Only a systematic approach can help to embed an increasing degree of smartness in devices and machines, allowing them to adapt to variable conditions or harsh environments. At the same time, customer needs have to ...

Knowledge and Technology Integration in Production and Services

Knowledge and Technology Integration in Production and Services
  • Author : Vladimír Marík,Luis M. Camarinha-Matos,Hamideh Afsarmanesh
  • Publisher : Springer
  • Release Date : 2013-06-05
  • Total pages : 538
  • ISBN : 0124173071
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Summary : Knowledge and Technology Integration in Production and Services presents novel application scenarios for balanced distributed and integrated systems based on knowledge and up-to-date technology and provides a great opportunity for discussion of concepts, models, methodologies, technological developments, case studies, new research ideas, and other results among specialists. It comprises the ...