Bird / Menzies / Zimmermann The Art and Science of Analyzing Software Data

Analysis Patterns
1. Auflage 2015
ISBN: 978-0-12-411543-9
Verlag: Elsevier Reference Monographs
Format: PDF
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)

E-Book, Englisch, 672 Seiten

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 projectsPresents research methods and case studies that have emerged over the past few years to further understanding of software dataShares stories from the trenches of successful data science initiatives in industry

Autoren/Hrsg.

Bird, Christian

Menzies, Tim

Zimmermann, Thomas

Leseproben

List of Contributors
Alberto Bacchelli     Department of Software and Computer Technology, Delft University of Technology, Delft, The Netherlands Olga Baysal     School of Computer Science, Carleton University, Ottawa, ON, Canada Ayse Bener     Mechanical and Industrial Engineering, Ryerson University, Toronto, ON, Canada Christian Bird     Microsoft Research, Redmond, WA, USA Aditya Budi     School of Information Systems, BINUS University, Jakarta, Indonesia Bora Caglayan     Mechanical and Industrial Engineering, Ryerson University, Toronto, ON, Canada Gul Calikli     Department of Computing, Open University, Milton Keynes, UK Joshua Charles Campbell     Department of Computing Science, University of Alberta, Edmonton, AB, Canada Jacek Czerwonka     Microsoft Corporation, Redmond, WA, USA Kostadin Damevski     Mathematics and Computer Science Department, Virginia State University, Peterburg, VA, USA Madeline Diep     Fraunhofer Center for Experimental Software Engineering, College Park, MD, USA Robert Dyer     Department of Computer Science, Bowling Green State University, Bowling Green, OH, USA Linda Esker     Fraunhofer Center for Experimental Software Engineering, College Park, MD, USA Davide Falessi     Fraunhofer Center for Experimental Software Engineering, College Park, MD, USA Xavier Franch     Department of Service and Information System Engineering, Universitat Politècnica de Catalunya, Barcelona, Spain Thomas Fritz     Department of Informatics, University of Zurich, Zurich, Switzerland Nikolas Galanis     Department of Service and Information System Engineering, Universitat Politècnica de Catalunya, Barcelona, Spain Marco Aurélio Gerosa     Software Engineering $SPI0026SPI$ Collaborative Systems Research Group (LAPESSC), University of São Paulo (USP), São Paulo, Brazil Ruediger Glott     University of Maastricht, Maastricht, The Netherlands Michael W. Godfrey     David R. Cheriton School of Computer Science, University of Waterloo, Waterloo, ON, Canada Alessandra Gorla     IMDEA Software Institute, Pozuelo de Alarcon, Madrid, Spain Georgios Gousios     Institute for Computing and Information Sciences, Radboud University Nijmegen, Nijmegen, The Netherlands Florian Groß     Software Engineering Chair, Saarland University, Saarbrücken, Germany Randy Hackbarth     Software Technology Research, Avaya Labs, Santa Clara, CA, USA Abram Hindle     Department of Computing Science, University of Alberta, Edmonton, AB, Canada Reid Holmes     Department of Computer Science, University of British Columbia, Vancouver, BC, Canada Lingxiao Jiang     School of Information Systems, Singapore Management University, Singapore Ron S. Kenett KPA Ltd., Raanana, Israel Department of Mathematics, “G. Peano”, University of Turin, Turin, Italy Ekrem Kocaguneli     Microsoft, Seattle, WA, USA Oleksii Kononenko     David R. Cheriton School of Computer Science, University of Waterloo, Waterloo, ON, Canada Kostas Kontogiannis     Department of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece Konstantin Kuznetsov     Software Engineering Chair, Saarland University, Saarbrücken, Germany Lucas Layman     Fraunhofer Center for Experimental Software Engineering, College Park, MD, USA Christian Lindig     Testfabrik AG, Saarbrcken, Germany David Lo     School of Information Systems, Singapore Management University, Singapore Fabio Mancinelli     XWiki SAS, Paris, France Serge Mankovskii     CA Labs, San Francisco, CA, USA Shahar Maoz     School of Computer Science, Tel Aviv University, Tel Aviv, Israel Daniel Méndez Fernández     Software & Systems Engineering, Institut für Informatik, Technische Universität München, Garching, Germany Andrew Meneely     Department of Software Engineering, Rochester Institute of Technology, Rochester, NY, USA Tim Menzies     Computer Science, North Carolina State University, Raleigh, NC, USA Audris Mockus Software Technology Research, Avaya Labs, Santa Clara, CA, USA The Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, TN, USA Murtuza Mukadam     Department of Computer Science and Software Engineering, Concordia University, Montreal, QC, Canada Brendan Murphy     Microsoft Research Cambridge, Cambridge, UK Emerson Murphy-Hill     Computer Science, North Carolina State University, Raleigh, NC, USA John Mylopoulos     Department of Information Engineering and Computer Science, University of Trento, Trento, Italy Anil R. Nair     ABB Corporate Research, Bangalore, KN, India Maleknaz Nayebi     Software Engineering Decision Support Laboratory, University of Calgary, Calgary, AB, Canada Hoan Nguyen     Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, USA Tien Nguyen     Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, USA Gustavo Ansaldi Oliva     Software Engineering & Collaborative Systems Research Group (LAPESSC), University of São Paulo (USP), São Paulo, Brazil John Palframan     Software Technology Research, Avaya Labs, Santa Clara, CA, USA Hridesh Rajan     Department of Computer Science, Iowa State University, Ames, IA, USA Peter C. Rigby     Department of Computer Science and Software Engineering, Concordia University, Montreal, QC, Canada Guenther Ruhe     Software Engineering Decision Support Laboratory, University of Calgary, Calgary, AB, Canada Michele Shaw     Fraunhofer Center for Experimental Software Engineering, College Park, MD, USA David Shepherd     ABB Corporate Research, Raleigh, NC, USA Forrest Shull     Software Solutions Division, Software Engineering Institute, Arlington, VA, USA Will Snipes     ABB Corporate Research, Raleigh, NC, USA Diomidis Spinellis     Department Management Science and Technology, Athens University of Economics and Business, Athens, Greece Eleni...