• S.P.SAM DHANA SEKAR Anna University
  • A.ASKARUNISA anna university


Last few decade software accomplishment admiration models developed, authentic estimates of the software activity beneath development is still unachievable goal. Recently advisers are alive on the development of new models and the advance of the absolute ones application bogus intelligence techniques. Designing of ANN (Artificial Neural Network) to archetypal a circuitous set of accord amid the abased capricious (effort) and the absolute variables (cost drivers) makes an apparatus for estimation. This cardboard presents an achievement assay of Multi ANNs in accomplishment estimation. We accept apish Back propagation ANN created by MATLAB Neural Network Apparatus application NASA dataset.


Boehm, B.W., (1981) Software Engineering Economics, Prentice Hall, Englewood Cliffs, NJ.

Idri A, Zakrani A, Zahi A, (2010), Design of radial basis function neural networks for software effort estimation, IJCSI International Journal of Computer Science 7(4), 11-17.

A.B.Nassif, L.F.Capretz and D.Ho, "Software estimation in the early stages of the software life cycle," in International Conference on Emerging Trends in Computer Science, Communication and Information Technology, 2010.

B. W. Boehm, Software Engineering Economics. Prentice-Hall, 1981.

A. B. Nassif, D. Ho and L. F. Capretz. "Towards an early software estimation using log-linear regression and a multilayer perceptron model," Journal of Systems and Software, 2012.

R. P. Lippman, "An Introduction to Computing with Neural Nets," IEEE ASSP Magazine, vol. 3, no.2, pp. 4-22, 1987.

A. Heiat, "Comparison of artificial neural network and regression models for estimating software development effort," Information and Software Technology, vol. 44, pp. 911-922, 2002.

Y. Kultur, B. Turhan and A. Bener, "Ensemble of neural networks with associative memory (ENNA) for estimating software development costs," Knowledge-Based Systems, vol. 22, 2009, pp. 395-402.

N. Karunanitthi, D. Whitley, and Y. K. Malaiya, "Using Neural Networks in Reliability Prediction,†IEEE Software, Vol. 9, no.4, 1992, pp. 53-59.

Prasad Reddy P.V.G.D, Sudha K.R, Rama Sree P and Ramesh S.N.S.V.S.C, (2010), Software Effort Estimation using Radial Basis and Generalized Regression Neural Networks,†Journal of Computing, Volume 2, Issue 5, pp 87-92.

Parvinder S. Sandhu, Porush Bassi, and Amanpreet Singh Brar, Software Effort Estimation Using Soft Computing Techniques,†2008, PP: 488-491.

Iman Attarzadeh and Siew Hock Ow, Soft Computing Approach for Software Cost Estimation,†International Journal of Software Engineering, IJSE Vol.3 No.1, January 2010, PP: 1-10.

Anish M, Kamal P and Harish M, Software Cost Estimation using Fuzzy logic,†ACM SIGSOFT Software Engineering Notes,Vol.35 No.1, ,November 2010, pp.1-7

Iman A and Siew H.O, Soft Computing Approach for Software Cost Estimation,†International Journal of Software Engineering, IJSE Vol.3 No.1, January 2010, pp.1-10.

K. V. Kumar, et al., Software development cost estimation using wavelet neural networks,†Journal of Systems and Software, vol. 81, pp.1853-1867, 2008.

I. K. Balich and C. L. Martin, Applying a feed forward neural network for predicting software development effort of short-scale projects,†in Software Engineering Research, Management and Applications (SERA), , pp. 269-275, 2010.

V. Khatibi. B, et al., Neural networks for accurate estimation of software metrics,†International Journal of Advancement in Computing Technology, vol. 3, 2011, pp. 54-66.

Kiyoshi Kawaguchi,†Back propagation Learning Algorithmâ€, Wikipedia . org, June 2000.



How to Cite

S.P.SAM DHANA SEKAR, & A.ASKARUNISA. (2014). OPTIMIZATION TECHNIQUE FOR SOFTWARE COST ESTIMATION USING NEURAL NETWORK. Innovare Journal of Engineering and Technology, 2(4), 5–9. Retrieved from https://innovareacademics.in/journals/index.php/ijet/article/view/2985



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