Cover image for Artificial neural network for software reliability prediction
Title:
Artificial neural network for software reliability prediction
Author:
Bisi, Manjubala, author.
ISBN:
9781119223924

9781119223962

9781119223931

9781119223542
Physical Description:
1 online resource
Series:
Performability engineering series

Performability engineering series.
Contents:
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.
Abstract:
Artificial 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.
Local Note:
John Wiley and Sons
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