DocumentCode :
1639168
Title :
Class point approach for software effort estimation using soft computing techniques
Author :
Satapathy, Shashank Mouli ; Kumar, Manoj ; Rath, Santanu Ku
Author_Institution :
Dept. of Comput. Sci. & Eng., Nat. Inst. of Technol., Rourkela, India
fYear :
2013
Firstpage :
178
Lastpage :
183
Abstract :
The estimation of effort involved in developing a software product plays an important role in determining the success or failure of the product. Project managers require a reliable approach for software effort estimation. It is especially important during the early stage of the software development life cycle. An accurate software effort estimation is a major concern in current industries. In this paper, the main goal is to estimate the effort required to develop various software projects using class point approach. Then optimization of the effort parameters is achieved using adaptive regression based Multi-Layer Perceptron (ANN) technique to obtain better accuracy. Furthermore, a comparative analysis of software effort estimation using Multi-Layer Perceptron (ANN) and Radial Basis Function Network (RBFN) has been provided. By estimating the software projects accurately, we can have softwares with acceptable quality within budget and on planned schedules.
Keywords :
multilayer perceptrons; radial basis function networks; regression analysis; software development management; ANN technique; RBFN; adaptive regression; artificial neural networks; class point approach; multilayer perceptron; product failure; product success; radial basis function network; soft computing techniques; software development life cycle; software effort estimation; software product development; Complexity theory; Data models; Estimation; Neurons; Radial basis function networks; Software; Training; Class Point Approach; Multi-Layer Perceptron; Object Oriented Analysis and Design; Radial Basis Function Network; Software Effort Estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI), 2013 International Conference on
Conference_Location :
Mysore
Print_ISBN :
978-1-4799-2432-5
Type :
conf
DOI :
10.1109/ICACCI.2013.6637167
Filename :
6637167
Link To Document :
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