LEADER 03134nam 2200673Ia 450 001 9910807623003321 005 20240410103153.0 010 $a1-281-37255-2 010 $a9786611372552 010 $a981-256-927-8 035 $a(CKB)1000000000247243 035 $a(EBL)259264 035 $a(OCoLC)475976022 035 $a(SSID)ssj0000195097 035 $a(PQKBManifestationID)11168266 035 $a(PQKBTitleCode)TC0000195097 035 $a(PQKBWorkID)10242220 035 $a(PQKB)10252736 035 $a(MiAaPQ)EBC259264 035 $a(WSP)00000722 035 $a(Au-PeEL)EBL259264 035 $a(CaPaEBR)ebr10126027 035 $a(CaONFJC)MIL137255 035 $a(EXLCZ)991000000000247243 100 $a20050510d2005 uy 0 101 0 $aeng 135 $aur|n|---||||| 181 $ctxt 182 $cc 183 $acr 200 00$aMachine learning applications in software engineering$b[electronic resource] /$feditors, Du Zhang, Jeffrey J.P. Tsai 205 $a1st ed. 210 $aHackensack, N.J. ;$aHong Kong $cWorld Scientific$dc2005 215 $a1 online resource (367 p.) 225 1 $aSeries on software engineering and knowledge engineering ;$vv. 16 300 $aDescription based upon print version of record. 311 $a981-256-094-7 320 $aIncludes bibliographical references (p. 345-355) and index. 327 $aACKNOWLEDGMENT; 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 330 $aMachine learning deals with the issue of how to build computerprograms that improve their performance at some tasks throughexperience. Machine learning algorithms have proven to be of greatpractical value in a variety of application domains. Not surprisingly,the field of software engineering turns out to be a fertile groundwhere many software development and maintenance tasks could beformulated as learning problems and approached in terms of learningalgorithms. 410 0$aSeries on software engineering and knowledge engineering ;$vv. 16. 606 $aSoftware engineering 606 $aComputer software$xQuality control 606 $aComputer software$xEvaluation 606 $aMachine learning 615 0$aSoftware engineering. 615 0$aComputer software$xQuality control. 615 0$aComputer software$xEvaluation. 615 0$aMachine learning. 676 $a006.31 701 $aZhang$b Du$0654092 701 $aTsai$b Jeffrey J.-P$01602137 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910807623003321 996 $aMachine learning applications in software engineering$93975204 997 $aUNINA