Book Cover
E-book

Title Machine learning applications in software engineering / Du Zhang [and] Jeffrey J.P. Tsai
Published Hackensack, N.J. : World Scientific, [2005]
©2005
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Description 1 online resource (x, 355 pages) : illustrations
Series Series on software engineering and knowledge engineering ; v. 16
Series on software engineering and knowledge engineering ; v. 16
Contents ACKNOWLEDGMENT; TABLE OF CONTENTS; Chapter 1 Introduction to Machine Learning and Software Engineering; Chapter 2 ML Applications in Prediction and Estimation; Chapter 3 ML Applications in Property and Model Discovery; Chapter 4 ML Applications in Transformation; Chapter 5 ML Applications in Generation and Synthesis; Chapter 6 ML Applications in Reuse; Chapter 7 ML Applications in Requirement Acquisition; Chapter 8 ML Applications in Management of Development Knowledge; Chapter 9 Guidelines and Conclusion; References
Summary Machine learning deals with the issue of how to build computerprograms that improve their performance at some tasks throughexperience. Machine learning algorithms have proven to be of greatpractical value in a variety of application domains. Not surprisingly, the field of software engineering turns out to be a fertile groundwhere many software development and maintenance tasks could beformulated as learning problems and approached in terms of learningalgorithms
Bibliography Includes bibliographical references (pages 345-355) and index
Notes Print version record
Subject Computer software -- Evaluation.
Computer software -- Quality control.
Machine learning.
Software engineering.
Form Electronic book
Author Tsai, Jeffrey J.-P.
Zhang, Du.
ISBN 9789812560940
9789812569271 (electronic bk.)
9812560947
9812569278 (electronic bk.)