Sharing Data and Models in Software Engineering

Author:   Tim Menzies (Professor, Computer Science, North Carolina State University, Raleigh, NC, USA) ,  Ekrem Kocaguneli (Software Development Engineer at Microsoft) ,  Burak Turhan (Burak Turhan, Professor of Software Engineering, University of Oulu, Finland) ,  Leandro Minku (Research Fellow II, Centre of Excellence for Research in Computational Intelligence and Applications (CERCIA), University of Birmingham, UK)
Publisher:   Elsevier Science & Technology
ISBN:  

9780124172951


Pages:   406
Publication Date:   16 December 2014
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Sharing Data and Models in Software Engineering


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Author:   Tim Menzies (Professor, Computer Science, North Carolina State University, Raleigh, NC, USA) ,  Ekrem Kocaguneli (Software Development Engineer at Microsoft) ,  Burak Turhan (Burak Turhan, Professor of Software Engineering, University of Oulu, Finland) ,  Leandro Minku (Research Fellow II, Centre of Excellence for Research in Computational Intelligence and Applications (CERCIA), University of Birmingham, UK)
Publisher:   Elsevier Science & Technology
Imprint:   Morgan Kaufmann Publishers In
Weight:   0.940kg
ISBN:  

9780124172951


ISBN 10:   0124172954
Pages:   406
Publication Date:   16 December 2014
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction Data Science 101 Cross company data: Friend or Foe? Pruning: Relevancy is the Removal of Irrelevancy Easy Path: Smarter Design Instance Weighting: How not to elaborate on analogies  Privacy: Data in Disguise  Stability: How to find a silver-bullet model? Complexity: How to ensemble multiple models?

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Tim Menzies, Full Professor, CS, NC State and a former software research chair at NASA. He has published 200+ publications, many in the area of software analytics. He is an editorial board member (1) IEEE Trans on SE; (2) Automated Software Engineering journal; (3) Empirical Software Engineering Journal. His research includes artificial intelligence, data mining and search-based software engineering. He is best known for his work on the PROMISE open source repository of data for reusable software engineering experiments. Ekrem Kocaguneli received his Ph.D. from the Lane Department of Computer Science and Electrical Engineering, West Virginia University. His research focuses on empirical software engineering, data/model problems associated with software estimation and tackling them with smarter machine learning algorithms. Burak Turhan is a Professor of Software Engineering, University of Oulu, Finland. His research interests include empirical studies of software engineering on software quality, defect prediction, and cost estimation, as well as data mining for software engineering. Leandro L. Minku is a Research Fellow II at the Centre of Excellence for Research in Computational Intelligence and Applications (CERCIA), School of Computer Science, the University of Birmingham (UK). His research focuses on software prediction models, and he is the co-author of the first approach able to improve the performance of software predictors based on cross-company data over single-company data by taking into account the changeability of software prediction tasks' environments. Fayola Peters is a PostDoctoral Researcher at LERO, the Irish Software Engineering Research Center, University of Limerick, Ireland. Along with Mark Grechanik, she is the author of one of the two known algorithms (presented at ICSE’12) that can privatize algorithms while still preserving the data mining properties of that data.

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