TY  - BOOK
AU  - Bisi,Manjubala
AU  - Goyal,Neeraj Kumar
TI  - Artificial Neural Network Applications for Software Reliability Prediction
T2  - Performability Engineering Series
SN  - 9781119223924
AV  - QA76.87.B575 2017 
U1  - 006.32 
PY  - 2017///
CY  - Newark
PB  - John Wiley & Sons, Incorporated
KW  - Neural networks (Computer science)
KW  - Electronic books
N1  - Intro -- Title page -- Copyright page -- Dedication -- Preface -- Acknowledgement -- Abbreviations -- Chapter 1: Introduction -- 1.1 Overview of Software Reliability Prediction and Its Limitation -- 1.2 Overview of the Book -- 1.3 Organization of the Book -- Chapter 2: Software Reliability Modelling -- 2.1 Introduction -- 2.2 Software Reliability Models -- 2.3 Techniques used for Software Reliability Modelling -- 2.4 Importance of Artificial Neural Network in Software Reliability Modelling -- 2.5 Observations -- 2.6 Objectives of the Book -- Chapter 3: Prediction of Cumulative Number of Software Failures -- 3.1 Introduction -- 3.2 ANN Model -- 3.3 Experiments -- 3.4 ANN-PSO Model -- 3.5 Experimental Results -- 3.6 Performance Comparison -- Chapter 4: Prediction of Time Between Successive Software Failures -- 4.1 Time Series Approach in ANN -- 4.2 ANN Model -- 4.3 ANN-PSO Model -- 4.4 Results and Discussion -- Chapter 5: Identification of Software Fault-Prone Modules -- 5.1 Research Background -- 5.2 ANN Model -- 5.3 ANN-PSO Model -- 5.4 Discussion of Results -- Chapter 6: Prediction of Software Development Efforts -- 6.1 Need for Development Efforts Prediction -- 6.2 Efforts Multipliers Affecting Development Efforts -- 6.3 Artificial Neural Network Application for Development Efforts Prediction -- 6.4 Performance Analysis on Data Sets -- Chapter 7: Recent Trends in Software Reliability -- References -- Appendix Failure Count Data Set -- Appendix Time Between Failure Data Set -- Appendix CM1 Data Set -- Appendix COCOMO 63 Data Set -- Index -- End User License Agreement
UR  - https://ebookcentral.proquest.com/lib/orpp/detail.action?docID=5056371
ER  -