Skip to content

Artificial Neural Network Applications for Software Reliability Prediction
Stock Photo: Cover May Be Different

Artificial Neural Network Applications for Software Reliability Prediction Hardcover - 2017

by Manjubala Bisi; Neeraj Kumar Goyal


From the publisher

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.

From the rear cover

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.

Audience
The book will be invaluable to software researchers and practitioners working in reliability prediction.

Details

  • Title Artificial Neural Network Applications for Software Reliability Prediction
  • Author Manjubala Bisi; Neeraj Kumar Goyal
  • Binding Hardcover
  • Pages 312
  • Volumes 1
  • Language ENG
  • Publisher Wiley-Scrivener
  • Date 2017-09-12
  • ISBN 9781119223542 / 1119223547
  • Weight 1.3 lbs (0.59 kg)
  • Dimensions 9 x 6 x 0.75 in (22.86 x 15.24 x 1.91 cm)
  • Library of Congress subjects Neural networks (Computer science), Computer software - Reliability
  • Library of Congress Catalog Number 2017030704
  • Dewey Decimal Code 006.32

About the author

Manjubala Bisi is currently an Assistant Professor in the Computer Science and Engineering Department, Kakatiya Institute of Technology and Science, Warangal, Telengana, India. She received her PhD from the Indian Institute of Technology Kharagpur in Reliability Engineering in 2015. Her research interests include software reliability modelling, artificial neural networks and soft computing techniques.

Neeraj Kumar Goyal is currently an Associate Professor in Subir Chowdhury School of Quality and Reliability, Indian Institute of Technology Kharagpur, India. He received his PhD from IIT Kharagpur in Reliability Engineering in 2006. His major areas of research are network /system reliability and software reliability. He has completed various research and consultancy projects for various organizations, e.g. DRDO, NPCIL, Vodafone, ECIL etc. He has contributed research papers to refereed international journals and conference proceedings.

Back to Top

More Copies for Sale

Artificial Neural Network Applications for Software Reliability Prediction
Stock Photo: Cover May Be Different

Artificial Neural Network Applications for Software Reliability Prediction

by Bisi, Manjubala/ Goyal, Neeraj Kumar

  • New
  • Hardcover
Condition
New
Binding
Hardcover
ISBN 10 / ISBN 13
9781119223542 / 1119223547
Quantity Available
1
Seller
Exeter, Devon, United Kingdom
Seller rating:
This seller has earned a 4 of 5 Stars rating from Biblio customers.
Item Price
NZ$453.19
NZ$21.36 shipping to USA

Show Details

Description:
Wiley-Scrivener, 2017. Hardcover. New. 250 pages. 9.25x6.25x1.00 inches.
Item Price
NZ$453.19
NZ$21.36 shipping to USA
Artificial Neural Network Applications for Software Reliability Prediction (Performability...
Stock Photo: Cover May Be Different

Artificial Neural Network Applications for Software Reliability Prediction (Performability Engineering Series)

  • New
  • Hardcover
Condition
New
Binding
Hardcover
ISBN 10 / ISBN 13
9781119223542 / 1119223547
Quantity Available
3
Seller
Woodside, New York, United States
Seller rating:
This seller has earned a 5 of 5 Stars rating from Biblio customers.
Item Price
NZ$382.44
NZ$6.82 shipping to USA

Show Details

Description:
John Wiley & Sons , pp. 250 . Hardback. New.
Item Price
NZ$382.44
NZ$6.82 shipping to USA
Artificial Neural Network Applications for Software Reliability Prediction (Performability...
Stock Photo: Cover May Be Different

Artificial Neural Network Applications for Software Reliability Prediction (Performability Engineering Series)

by Bisi, Manjubala; Goyal, Neeraj Kumar

  • New
  • Hardcover
Condition
New
Binding
Hardcover
ISBN 10 / ISBN 13
9781119223542 / 1119223547
Quantity Available
5
Seller
campbelltown, Florida, United States
Seller rating:
This seller has earned a 1 of 5 Stars rating from Biblio customers.
Item Price
NZ$401.45
NZ$25.62 shipping to USA

Show Details

Description:
Wiley-Scrivener. hardcover. New. 5x0x8. Brand New Book in Publishers original Sealing
Item Price
NZ$401.45
NZ$25.62 shipping to USA
Artificial Neural Network Applications For Software Reliability Prediction (Hb 2017)
Stock Photo: Cover May Be Different

Artificial Neural Network Applications For Software Reliability Prediction (Hb 2017)

by Bisi M

  • Used
  • very good
Condition
Used - Very Good
ISBN 10 / ISBN 13
9781119223542 / 1119223547
Quantity Available
1
Seller
Indianapolis, Indiana, United States
Seller rating:
This seller has earned a 4 of 5 Stars rating from Biblio customers.
Item Price
NZ$446.07
NZ$21.61 shipping to USA

Show Details

Description:
Very Good.
Item Price
NZ$446.07
NZ$21.61 shipping to USA