DocumentCode :
2661496
Title :
A decision model for estimating the effort of software projects using Bayesian theory
Author :
Marzoughi, Foad ; Farhangian, Mohammad Mehdi ; Marzoughi, Ali ; Sim, Alex Tze Hiang
Author_Institution :
Fac. of Comput. Sci. & Inf. Syst., Univ. Teknol. Malaysia (UTM), Skudai, Malaysia
Volume :
2
fYear :
2010
fDate :
3-5 Oct. 2010
Abstract :
Usability of the e-government portal is a crucial factor that Function Point Analysis (FPA) is most used technique for estimating the size of a computerized business information system which was developed by Allan Albrecht. Various studies proposed new methods to extent FPA algorithm; mainly they tried to make it more precise but they are based on the similarity of previous projects so this paper is proposed. This paper, presents a statistical simulation method that can be applied for each generic project. The proposed method is a new method to assess estimation of size and effort of software projects by a stochastic and Markov chain approach. Based on Metropolis-hasting simulation algorithm, we formulate a Probabilistic Function Point Analysis (PFPA). It determines the function weights utilising Markov chain theory to support estimating the effort of software projects. As a case study, this new method is applied in online publication domain. This method can increase the chance of implementation of generic projects on time.
Keywords :
Bayes methods; Markov processes; project management; software cost estimation; software development management; Bayesian theory; FPA algorithm; Markov chain theory; Metropolis-hasting simulation algorithm; computerized business information system; decision model; e-government portal; function weight; portal usability; probabilistic function point analysis; software project effort estimation; statistical simulation; stochastic approach; Complexity theory; Estimation; Fitting; Markov processes; Mathematical model; Monte Carlo methods; Software; Bayesian Probability; Function Point Analysis; Markov chain Monte Carlo Simulation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Software Technology and Engineering (ICSTE), 2010 2nd International Conference on
Conference_Location :
San Juan, PR
Print_ISBN :
978-1-4244-8667-0
Electronic_ISBN :
978-1-4244-8666-3
Type :
conf
DOI :
10.1109/ICSTE.2010.5608762
Filename :
5608762
Link To Document :
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