Recommendation Systems in Software Engineering

• Corporate Author: SpringerLink (Online service)
• Other Authors: Robillard, Martin P. (Editor), Maalej, Walid (Editor), Walker, Robert J. (Editor), Zimmermann, Thomas (Editor)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2014.
• Subjects: Computer science.; Software engineering.; Information storage and retrieval.; Management information systems.; Computer Science.; Software Engineering.; Management of Computing and Information Systems.; Information Storage and Retrieval.

With the growth of public and private data stores and the emergence of off-the-shelf data-mining technology, recommendation systems have emerged that specifically address the unique challenges of navigating and interpreting software engineering data. This book collects, structures, and formalizes kn...

Table of Contents:

• 1 An Introduction to Recommendation Systems in Software Engineering
• Part I Techniques
• 2 Basic Approaches in Recommendation Systems
• 3 Data Mining
• 4 Recommendation Systems in-the-Small
• 5 Source Code Based Recommendation Systems
• 6 Mining Bug Data
• 7 Collecting and Processing Interaction Data for Recommendation Systems
• 8 Developer Profiles for Recommendation Systems
• 9 Recommendation Delivery
• Part II Evaluation
• 10 Dimensions and Metrics for Evaluating Recommendation Systems
• 11 Benchmarking
• 12 Simulation
• 13 Field Studies
• Part III Applications
• 14 Reuse-Oriented Code Recommendation Systems
• 15 Recommending Refactoring Operations in Large Software Systems
• 16 Recommending Program Transformations
• 17 Recommendation Systems in Requirements Discovery
• 18 Changes, Evolution and Bugs
• 19 Recommendation Heuristics for Improving Product Line Configuration Processes.