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The Art and Science of Analyzing Software Data

Thomas Zimmermann

3.5/5 ( ratings)

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.

Pages: 672

Format: Paperback

Publisher: Morgan Kaufmann Publishers

Release: September 01, 2015

ISBN: 0124115195

ISBN 13: 9780124115194

The Art and Science of Analyzing Software Data

Thomas Zimmermann

3.5/5 ( ratings)

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.

Pages: 672

Format: Paperback

Publisher: Morgan Kaufmann Publishers

Release: September 01, 2015

ISBN: 0124115195

ISBN 13: 9780124115194

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