Recommendation systems in software engineering (Record no. 30635)

INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 978-3642451348
DEWEY DECIMAL CLASSIFICATION NUMBER
Call number 005.1 RE CO
MAIN ENTRY--PERSONAL NAME
Authors Robillard, Martin P.
TITLE STATEMENT
Title Recommendation systems in software engineering
Statement of responsibility, etc Edited by Martin P. Robillard, Walid Maalej, Robert J. Walker, [et al.].
PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication Berlin :
Publisher Springer,
Date 2014.
PHYSICAL DESCRIPTION
Extent xiii, 562 p :
Other Details ill. ;
Size 24 cm.
CONTENTS
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.
SUMMARY
Summary 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 knowledge on recommendation systems in software engineering. It adopts a pragmatic approach with an explicit focus on system design, implementation, and evaluation. The book is divided into three parts: Part I Techniques introduces basics for building recommenders in software engineering, including techniques for collecting and processing software engineering data, but also for presenting recommendations to users as part of their workflow. Part II Evaluation summarizes methods and experimental designs for evaluating recommendations in software engineering. Part III Applications describes needs, issues, and solution concepts involved in entire recommendation systems for specific software engineering tasks, focusing on the engineering insights required to make effective recommendations. The book is complemented by the webpage rsse.org/book, which includes free supplemental materials for readers of this book and anyone interested in recommendation systems in software engineering, including lecture slides, data sets, source code, and an overview of people, groups, papers, and tools with regard to recommendation systems in software engineering. The book is particularly well-suited for graduate students and researchers building new recommendation systems for software engineering applications or in other high-tech fields. It may also serve as the basis for graduate courses on recommendation systems, applied data mining, or software engineering. Software engineering practitioners developing recommendation systems or similar applications with predictive functionality will also benefit from the broad spectrum of topics covered.
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Recommender systems
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Software engineering
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading COMPUTERS / Programming / Open Source
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading COMPUTERS / Software Development & Engineering / General
ADDED ENTRY
Name RObillard, Martin P.,
Role Edited by
ADDED ENTRY
Name Maalej, Walid,
Role Edited by
ADDED ENTRY
Name Walker, Robert J.,
Role Edited by
ADDED ENTRY
Name Zimmermann, Thomas,
Role Edited by
ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier https://uowd.box.com/s/uvqpalghdnyg3zrptbg7kanhq4bnfrax
Public note Location Map
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Holdings
Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent location Current location Shelving location Date acquired Source of acquisition Full call number Barcode Date last seen Cost, replacement price Price effective from Koha item type
        University of Wollongong in Dubai University of Wollongong in Dubai Main Collection 2017-10-15 AMAUK 005.1 RO RE T0055540 2017-10-25 66.99 2017-01-26 REGULAR

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