Artificial Neural Network Applications for Software Reliability Prediction

£168.95

Artificial Neural Network Applications for Software Reliability Prediction

Electronics and communications engineering Software Engineering Neural networks and fuzzy systems

Authors: Manjubala Bisi, Neeraj Kumar Goyal

Dinosaur mascot

Language: English

Published by: Wiley-Scrivener

Published on: 18th September 2017

Format: LCP-protected ePub

Size: 5 Mb

ISBN: 9781119223924


This book provides a starting point for software professionals to apply artificial neural networks for software reliability prediction without having analyst capability and expertise in various ANN architectures and their optimization.

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 are presented. 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.

Show moreShow less