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Neural Network Based Software Effort Estimation: A Survey


Affiliations
1 Department of Computer Science, COMSATS Institute of Information Technology, Wah Cantt, Pakistan
2 Department of Computer Sciences, COMSATS Institute of Information Technology, Wah Cantt, Pakistan
 

Software effort estimation is used to estimate how many resources and how many hours are required to develop a software project. The accurate and reliable prediction is the key to success of a project. There are numerous mechanisms in software effort estimation but accurate prediction is still a challenge for the researchers and software project managers. In this paper, the use of Neural Network techniques for Software Effort Estimation is discussed and evaluate on the basis of MMRE and Predicate. At the end, a specific Neural Network based Effort Estimation technique is proposed for further research.

Keywords

Effort Estimation, Fuzzy Logic, Genetic Programming, Particle Swarm Optimization, MMRE.
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  • Neural Network Based Software Effort Estimation: A Survey

Abstract Views: 242  |  PDF Views: 1

Authors

Muhammad Waseem Khan
Department of Computer Science, COMSATS Institute of Information Technology, Wah Cantt, Pakistan
Imran Qureshi
Department of Computer Sciences, COMSATS Institute of Information Technology, Wah Cantt, Pakistan

Abstract


Software effort estimation is used to estimate how many resources and how many hours are required to develop a software project. The accurate and reliable prediction is the key to success of a project. There are numerous mechanisms in software effort estimation but accurate prediction is still a challenge for the researchers and software project managers. In this paper, the use of Neural Network techniques for Software Effort Estimation is discussed and evaluate on the basis of MMRE and Predicate. At the end, a specific Neural Network based Effort Estimation technique is proposed for further research.

Keywords


Effort Estimation, Fuzzy Logic, Genetic Programming, Particle Swarm Optimization, MMRE.