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Dimensions and metrics for evaluating recommendation systems

Avazpour, Iman, Pitakrat, Teerat, Grunske, Lars and Grundy, John 2014, Dimensions and metrics for evaluating recommendation systems. In Robillard, Martin P., Maalej, Walid, Walker, Robert J. and Zimmermann, Thomas (ed), Recommendation systems in software engineering, Springer, Berlin, Germany, pp.245-273, doi: 10.1007/978-3-642-45135-5_10.

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Title Dimensions and metrics for evaluating recommendation systems
Author(s) Avazpour, ImanORCID iD for Avazpour, Iman orcid.org/0000-0002-0770-4751
Pitakrat, Teerat
Grunske, Lars
Grundy, JohnORCID iD for Grundy, John orcid.org/0000-0003-4928-7076
Title of book Recommendation systems in software engineering
Editor(s) Robillard, Martin P.
Maalej, Walid
Walker, Robert J.
Zimmermann, Thomas
Publication date 2014
Chapter number 10
Total chapters 19
Start page 245
End page 273
Total pages 29
Publisher Springer
Place of Publication Berlin, Germany
Summary Recommendation systems support users and developers of various computer and software systems to overcome information overload, perform information discovery tasks, and approximate computation, among others. They have recently become popular and have attracted a wide variety of application scenarios ranging from business process modeling to source code manipulation. Due to this wide variety of application domains, different approaches and metrics have been adopted for their evaluation. In this chapter, we review a range of evaluation metrics and measures as well as some approaches used for evaluating recommendation systems. The metrics presented in this chapter are grouped under sixteen different dimensions, e.g., correctness, novelty, coverage. We review these metrics according to the dimensions to which they correspond. A brief overview of approaches to comprehensive evaluation using collections of recommendation system dimensions and associated metrics is presented. We also provide suggestions for key future research and practice directions.
ISBN 9783642451348
Language eng
DOI 10.1007/978-3-642-45135-5_10
Field of Research 080309 Software Engineering
Socio Economic Objective 890202 Application Tools and System Utilities
HERDC Research category B1.1 Book chapter
ERA Research output type B Book chapter
Copyright notice ©2014, Springer
Persistent URL http://hdl.handle.net/10536/DRO/DU:30081812

Document type: Book Chapter
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