Title page
by Fayola Peters, Leandro Minku, Burak Turhan, Ekrem Kocaguneli, Tim Menzies
Sharing Data and Models in Software Engineering
- Cover image
- Title page
- Table of Contents
- Copyright
- Why this book?
- Foreword
- List of Figures
- Chapter 1: Introduction
- Part I: Data Mining for Managers
- Part II: Data Mining: A Technical Tutorial
- Part III: Sharing Data
- Chapter 11: Sharing Data: Challenges and Methods
- Chapter 12: Learning Contexts
- Chapter 13: Cross-Company Learning: Handling The Data Drought
- Abstract
- 13.1 Motivation
- 13.2 Setting the ground for analyses
- 13.3 Analysis #1: can CC data be useful for an organization?
- 13.4 Analysis #2: how to cleanup CC data for local tuning?
- 13.5 Analysis #3: how much local data does an organization need for a local model?
- 13.6 How trustworthy are these results?
- 13.7 Are these useful in practice or just number crunching?
- 13.8 What's new on cross-learning?
- 13.9 What's the takeaway?
- Chapter 14: Building Smarter Transfer Learners
- Chapter 15: Sharing Less Data (Is a Good Thing)
- Chapter 16: How To Keep Your Data Private
- Chapter 17: Compensating for Missing Data
- Chapter 18: Active Learning: Learning More With Less
- Part IV: Sharing Models
- Chapter 19: Sharing Models: Challenges and Methods
- Chapter 20: Ensembles of Learning Machines
- Chapter 21: How to Adapt Models in a Dynamic World
- Chapter 22: Complexity: Using Assemblies of Multiple Models
- Chapter 23: The Importance of Goals in Model-Based Reasoning
- Chapter 24: Using Goals in Model-Based Reasoning
- Abstract
- 24.1 Multilayer Perceptrons
- 24.2 Multiobjective evolutionary algorithms
- 24.3 HaD-MOEA
- 24.4 Using MOEAs for creating see models
- 24.5 Experimental setup
- 24.6 The relationship among different performance measures
- 24.7 Ensembles based on concurrent optimization of performance measures
- 24.8 Emphasizing particular performance measures
- 24.9 Further analysis of the model choice
- 24.10 Comparison against other types of models
- 24.11 Summary
- Chapter 25: A Final Word
Sharing Data and Models in Software Engineering
First Edition
Tim Menzies
Professor of Computer Science, North Carolina State University
Ekrem Kocagüneli
Software Development Engineer, Microsoft, Redmond, USA
Leandro Minku
Research Fellow II, Centre of Excellence for Research in Computational, Intelligence and Applications (CERCIA), University of Birmingham, UK
Fayola Peters
PostDoctoral Researcher at LERO, the Irish Software Engineering, Research Center, University of Limerick, Ireland
Burak Turhan
Professor of Software Engineering, University of Oulu, Finland
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