LEADER 02894nam 2200565 450 001 9910828170003321 005 20231026213040.0 010 $a1-119-22396-2 010 $a1-119-22392-X 010 $a1-119-22393-8 035 $a(CKB)4330000000009391 035 $a(Au-PeEL)EBL5056371 035 $a(CaPaEBR)ebr11449804 035 $a(CaONFJC)MIL1039887 035 $a(OCoLC)998753739 035 $a(CaSebORM)9781119223542 035 $a(MiAaPQ)EBC5056371 035 $a(EXLCZ)994330000000009391 100 $a20171017h20172017 uy 0 101 0 $aeng 135 $aurcnu|||||||| 181 $2rdacontent 182 $2rdamedia 183 $2rdacarrier 200 10$aArtificial neural network for software reliability prediction /$fby Manjubala Bisi and Neeraj Kumar Goyal 205 $aFirst edition 210 1$aHoboken, New Jersey ;$aBeverly, Massachusetts :$cJohn Wiley & Sons :$cScrivener Publishing,$d2017. 210 4$dİ2017 215 $a1 online resource (220 pages) $cillustrations, figures, tables 225 1 $aPerformability engineering series. 225 0 $aTHEi Wiley ebooks. 311 $a1-119-22354-7 320 $aIncludes bibliographical references and index. 327 $aIntroduction -- Software reliability modelling -- Prediction of cumulative number of software failures -- Prediction of time between successive software failures -- Identification of software fault-prone modules -- Prediction of software development efforts -- Recent trends in software reliability. 330 $aArtificial neural network (ANN) has proven to be a universal approximator for any non-linear continuous function with arbitrary accuracy. This book presents how to apply ANN to measure various software reliability indicators: number of failures in a given time, time between successive failures, fault-prone modules and development efforts. The application of machine learning algorithm i.e. artificial neural networks application in software reliability prediction during testing phase as well as early phases of software development process is presented as well. Applications of artificial neural network for the above purposes are discussed with experimental results in this book so that practitioners can easily use ANN models for predicting software reliability indicators. 410 0$aPerformability engineering series. 606 $aNeural networks (Computer science) 606 $aComputer software$xReliability 615 0$aNeural networks (Computer science) 615 0$aComputer software$xReliability. 676 $a006.32 700 $aBisi$b Manjubala$01667683 702 $aGoyal$b Neeraj Kumar 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910828170003321 996 $aArtificial neural network for software reliability prediction$94027691 997 $aUNINA