Prediction Model for Object Oriented Software Development Effort Estimation Using One Hidden Layer Feed Forward Neural Network with Genetic Algorithm
Joint Authors
Yadav, Chandra Shekhar
Singh, Raghuraj
Source
Advances in Software Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-6, 6 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-06-03
Country of Publication
Egypt
No. of Pages
6
Main Subjects
Abstract EN
The budget computation for software development is affected by the prediction of software development effort and schedule.
Software development effort and schedule can be predicted precisely on the basis of past software project data sets.
In this paper, a model for object-oriented software development effort estimation using one hidden layer feed forward neural network (OHFNN) has been developed.
The model has been further optimized with the help of genetic algorithm by taking weight vector obtained from OHFNN as initial population for the genetic algorithm.
Convergence has been obtained by minimizing the sum of squared errors of each input vector and optimal weight vector has been determined to predict the software development effort.
The model has been empirically validated on the PROMISE software engineering repository dataset.
Performance of the model is more accurate than the well-established constructive cost model (COCOMO).
American Psychological Association (APA)
Yadav, Chandra Shekhar& Singh, Raghuraj. 2014. Prediction Model for Object Oriented Software Development Effort Estimation Using One Hidden Layer Feed Forward Neural Network with Genetic Algorithm. Advances in Software Engineering،Vol. 2014, no. 2014, pp.1-6.
https://search.emarefa.net/detail/BIM-460285
Modern Language Association (MLA)
Yadav, Chandra Shekhar& Singh, Raghuraj. Prediction Model for Object Oriented Software Development Effort Estimation Using One Hidden Layer Feed Forward Neural Network with Genetic Algorithm. Advances in Software Engineering No. 2014 (2014), pp.1-6.
https://search.emarefa.net/detail/BIM-460285
American Medical Association (AMA)
Yadav, Chandra Shekhar& Singh, Raghuraj. Prediction Model for Object Oriented Software Development Effort Estimation Using One Hidden Layer Feed Forward Neural Network with Genetic Algorithm. Advances in Software Engineering. 2014. Vol. 2014, no. 2014, pp.1-6.
https://search.emarefa.net/detail/BIM-460285
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-460285