The Art and Science of Analyzing Software Data

Written By Christian Bird
The Art and Science of Analyzing Software Data
  • Publsiher : Elsevier
  • Release : 02 September 2015
  • ISBN : 0124115438
  • Pages : 672 pages
  • Rating : /5 from reviews
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Download or read book entitled The Art and Science of Analyzing Software Data by author: Christian Bird which was release on 02 September 2015 and published by Elsevier with total page 672 pages . This book available in PDF, EPUB and Kindle Format. The Art and Science of Analyzing Software Data provides valuable information on analysis techniques often used to derive insight from software data. This book shares best practices in the field generated by leading data scientists, collected from their experience training software engineering students and practitioners to master data science. The book covers topics such as the analysis of security data, code reviews, app stores, log files, and user telemetry, among others. It covers a wide variety of techniques such as co-change analysis, text analysis, topic analysis, and concept analysis, as well as advanced topics such as release planning and generation of source code comments. It includes stories from the trenches from expert data scientists illustrating how to apply data analysis in industry and open source, present results to stakeholders, and drive decisions. Presents best practices, hints, and tips to analyze data and apply tools in data science projects Presents research methods and case studies that have emerged over the past few years to further understanding of software data Shares stories from the trenches of successful data science initiatives in industry

The Art and Science of Analyzing Software Data

The Art and Science of Analyzing Software Data
  • Author : Christian Bird,Tim Menzies,Thomas Zimmermann
  • Publisher : Elsevier
  • Release Date : 2015-09-02
  • Total pages : 672
  • ISBN : 0124115438
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Summary : The Art and Science of Analyzing Software Data provides valuable information on analysis techniques often used to derive insight from software data. This book shares best practices in the field generated by leading data scientists, collected from their experience training software engineering students and practitioners to master data science. The ...

The Art and Science of Analyzing Software Data Analysis Patterns

The Art and Science of Analyzing Software Data  Analysis Patterns
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2021-07-25
  • Total pages : 212
  • ISBN : 0124115438
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Summary : Read online The Art and Science of Analyzing Software Data Analysis Patterns written by , published by which was released on . Download full The Art and Science of Analyzing Software Data Analysis Patterns Books now! Available in PDF, ePub and Kindle....

Product Focused Software Process Improvement

Product Focused Software Process Improvement
  • Author : Michael Felderer,Daniel Méndez Fernández,Burak Turhan,Marcos Kalinowski,Federica Sarro,Dietmar Winkler
  • Publisher : Springer
  • Release Date : 2017-11-10
  • Total pages : 632
  • ISBN : 0124115438
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Summary : This book constitutes the refereed proceedings of the 18th International Conference on Product-Focused Software Process Improvement, PROFES 2017, held in Innsbruck, Austria, in November/December 2017. The 17 revised full papers presented together with 10 short papers, 21 workshop papers. 3 posters and tool demonstrations papers, and 4 tutorials were carefully reviewed and selected from 72 submissions. The ...

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 : 0124115438
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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 : Unknown
  • Release Date : 2020
  • Total pages : 525
  • ISBN : 0124115438
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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 ...

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 : 0124115438
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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 ...

Empirical Research for Software Security

Empirical Research for Software Security
  • Author : Lotfi ben Othmane,Martin Gilje Jaatun,Edgar Weippl
  • Publisher : CRC Press
  • Release Date : 2017-11-28
  • Total pages : 302
  • ISBN : 0124115438
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Summary : Developing secure software requires the integration of numerous methods and tools into the development process, and software design is based on shared expert knowledge, claims, and opinions. Empirical methods, including data analytics, allow extracting knowledge and insights from the data that organizations collect from their processes and tools, and from ...

Evaluation of Novel Approaches to Software Engineering

Evaluation of Novel Approaches to Software Engineering
  • Author : Ernesto Damiani,George Spanoudakis,Leszek A. Maciaszek
  • Publisher : Springer Nature
  • Release Date : 2020-02-08
  • Total pages : 403
  • ISBN : 0124115438
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Summary : This book constitutes the refereed proceedings of the 14th International Conference on Evaluation of Novel Approaches to Software Engineering, ENASE 2019, held in Heraklion, Crete, Greece, in May 2019. The 19 revised full papers presented were carefully reviewed and selected from 102 submissions. The papers included in this book contribute to the understanding of ...

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 : 0124115438
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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 ...

Handbook of Software Engineering

Handbook of Software Engineering
  • Author : Sungdeok Cha,Richard N. Taylor,Kyochul Kang
  • Publisher : Springer
  • Release Date : 2019-02-11
  • Total pages : 524
  • ISBN : 0124115438
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Summary : This handbook provides a unique and in-depth survey of the current state-of-the-art in software engineering, covering its major topics, the conceptual genealogy of each subfield, and discussing future research directions. Subjects include foundational areas of software engineering (e.g. software processes, requirements engineering, software architecture, software testing, formal methods, software ...

Search Based Software Engineering

Search Based Software Engineering
  • Author : Shiva Nejati,Gregory Gay
  • Publisher : Springer Nature
  • Release Date : 2019-09-26
  • Total pages : 191
  • ISBN : 0124115438
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Summary : This book constitutes the refereed proceedings of the 11th International Symposium on Search-Based Software Engineering, SSBSE 2019, held in Tallinn, Estonia, in August/September 2019. The 9 research papers and 3 short papers presented together with 1 keynote and 1 challenge paper were carefully reviewed and selected from 28 submissions. SSBSE is a research area focused on ...

Leveraging Applications of Formal Methods Verification and Validation Discussion Dissemination Applications

Leveraging Applications of Formal Methods  Verification and Validation  Discussion  Dissemination  Applications
  • Author : Tiziana Margaria,Bernhard Steffen
  • Publisher : Springer
  • Release Date : 2016-10-04
  • Total pages : 866
  • ISBN : 0124115438
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Summary : The two-volume set LNCS 9952 and LNCS 9953 constitutes the refereed proceedings of the 7th International Symposium on Leveraging Applications of Formal Methods, Verification and Validation, ISoLA 2016, held in Imperial, Corfu, Greece, in October 2016. The papers presented in this volume were carefully reviewed and selected for inclusion in the proceedings. Featuring a ...

Semantic Computing

Semantic Computing
  • Author : Sheu Phillip Chen-yu
  • Publisher : World Scientific Publishing Company
  • Release Date : 2012-05-31
  • Total pages : 252
  • ISBN : 0124115438
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Summary : As the first volume of World Scientific Encyclopedia with Semantic Computing and Robotic Intelligence, this volume is designed to lay the foundation for the understanding of the Semantic Computing (SC), as a core concept to study Robotic Intelligence in the subsequent volumes. This volume aims to provide a reference to ...

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Advances in Conceptual Modeling
  • Author : Giancarlo Guizzardi,Frederik Gailly,Rita Suzana Pitangueira Maciel
  • Publisher : Springer Nature
  • Release Date : 2019-10-26
  • Total pages : 263
  • ISBN : 0124115438
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Summary : This book constitutes the refereed proceedings of five workshops symposia, held at the 38th International Conference on Conceptual Modeling, ER 2019, in Salvador, Brazil, in November 2019. The 34 papers promote and disseminate research on theories of concepts underlying conceptual modeling, methods and tools for developing and communicating conceptual models, techniques for transforming ...

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Artificial Intelligence in Financial Markets
  • Author : Christian L. Dunis,Peter W. Middleton,Andreas Karathanasopolous,Konstantinos Theofilatos
  • Publisher : Springer
  • Release Date : 2016-11-21
  • Total pages : 344
  • ISBN : 0124115438
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Summary : As technology advancement has increased, so to have computational applications for forecasting, modelling and trading financial markets and information, and practitioners are finding ever more complex solutions to financial challenges. Neural networking is a highly effective, trainable algorithmic approach which emulates certain aspects of human brain functions, and is used ...