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Published in: Neural Computing and Applications 5/2019

06-06-2018 | S.I. : Emerging Intelligent Algorithms for Edge-of-Things Computing

RETRACTED ARTICLE: Enrichment of accurate software effort estimation using fuzzy-based function point analysis in business data analytics

Author: J. Frank Vijay

Published in: Neural Computing and Applications | Issue 5/2019

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Abstract

Accurate effort estimation is a significant task in software development, which is helpful in the scheduling and tracking of the project. A number of estimation models are available for effort calculation. However, a lot of newer models are still being proposed to obtain more accurate estimation. This paper attempts to propose a hybrid technique which incorporates both quality factors and fuzzy-based technique in function point analysis. Fuzzy logic has the capability of tackling the uncertainty issues in the estimation. The goal of this paper is to evaluate the accuracy of fuzzy analysis for software effort estimation. In this approach, fuzzy logic is used to control the uncertainty in the software size with the help of a triangular fuzzy set, and defuzzification through the weighted average method. The experimentation is done with different project data on the proposed model, and the results are tabulated. The measured effort of the proposed model is compared with that of the existing model, and finally, the performance evaluation is done based on parameters in terms of MMRE and VAF.

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Literature
1.
go back to reference Kumar MS, Rajan BC (2014) Impact of performance metrics in software effort estimation using function point analysis. Inf Int Interdiscip J 2014:2255–2268 Kumar MS, Rajan BC (2014) Impact of performance metrics in software effort estimation using function point analysis. Inf Int Interdiscip J 2014:2255–2268
2.
go back to reference Huang S-J et al (2006) Fuzzy decision tree approach for embedding risk assessment information into software cost estimation model. J Inf Sci Eng 22:297–313 Huang S-J et al (2006) Fuzzy decision tree approach for embedding risk assessment information into software cost estimation model. J Inf Sci Eng 22:297–313
3.
go back to reference Sharma V, Verma HK (2010) Optimized fuzzy logic based framework for effort estimation in software development. Int J Comput Sci 7(2):30–38 Sharma V, Verma HK (2010) Optimized fuzzy logic based framework for effort estimation in software development. Int J Comput Sci 7(2):30–38
4.
go back to reference Huang X, Ho D, Ren J (2008) A soft computing framework for software effort estimation. Soft Comput J 10(2):23–41 Huang X, Ho D, Ren J (2008) A soft computing framework for software effort estimation. Soft Comput J 10(2):23–41
5.
go back to reference Mittal H, Bhatia P (2012) A comparative study of conventional effort estimation and fuzzy effort estimation based on triangular fuzzy numbers. Int J Comput Sci Secur 10(2):36–47 Mittal H, Bhatia P (2012) A comparative study of conventional effort estimation and fuzzy effort estimation based on triangular fuzzy numbers. Int J Comput Sci Secur 10(2):36–47
6.
go back to reference Bhatnagar R et al (2010) A proposed novel framework for early effort estimation using fuzzy logic techniques. Glob J Comput Sci Technol 1(4):66–71 Bhatnagar R et al (2010) A proposed novel framework for early effort estimation using fuzzy logic techniques. Glob J Comput Sci Technol 1(4):66–71
7.
go back to reference Lima O, Farias P (2002) A fuzzy model for function point analysis to development and enhancement project assessments. CLEI Electron J 5(2):35–42 Lima O, Farias P (2002) A fuzzy model for function point analysis to development and enhancement project assessments. CLEI Electron J 5(2):35–42
8.
go back to reference Attarzadeh I, Hockow S (2010) Improving the accuracy of software cost estimation model based on a new fuzzy logic model. World Appl Sci J 8(2):177–184 Attarzadeh I, Hockow S (2010) Improving the accuracy of software cost estimation model based on a new fuzzy logic model. World Appl Sci J 8(2):177–184
9.
go back to reference MacDanell SR, Gray AR (1997) A comparison of modeling techniques for software development effort prediction. In: International conference on neural information processing and intelligent information systems, pp 869–872 MacDanell SR, Gray AR (1997) A comparison of modeling techniques for software development effort prediction. In: International conference on neural information processing and intelligent information systems, pp 869–872
10.
go back to reference Aver M, Biffi S (2004) Increasing the accuracy and reliability of analogy-based cost estimation with extensive project feature dimension weighting. In: International symposium on empirical software engineering, pp 2165–2170 Aver M, Biffi S (2004) Increasing the accuracy and reliability of analogy-based cost estimation with extensive project feature dimension weighting. In: International symposium on empirical software engineering, pp 2165–2170
11.
go back to reference Juneja S, Rana P (2013) Fuzzification of complexity matrix to calculate function points. Int J Adv Res Comput Sci Softw Eng 4(4):219–225 Juneja S, Rana P (2013) Fuzzification of complexity matrix to calculate function points. Int J Adv Res Comput Sci Softw Eng 4(4):219–225
12.
go back to reference Mittal H, Bhatia P (2007) Optimization criterion for effort estimation using fuzzy technique. CLEI Electron J 10:20–34CrossRef Mittal H, Bhatia P (2007) Optimization criterion for effort estimation using fuzzy technique. CLEI Electron J 10:20–34CrossRef
13.
go back to reference Ahamed F, Bouckkif S, Serhani A, Khalil I (2008) Integrating function point project information for improving the accuracy of effort estimation. In: International conference on advanced engineering computing and applications in science, pp 193–198 Ahamed F, Bouckkif S, Serhani A, Khalil I (2008) Integrating function point project information for improving the accuracy of effort estimation. In: International conference on advanced engineering computing and applications in science, pp 193–198
14.
go back to reference Xia W et al (2008) A new calibration for function point complexity weights. Inf Softw Technol 50(7–8):670–683CrossRef Xia W et al (2008) A new calibration for function point complexity weights. Inf Softw Technol 50(7–8):670–683CrossRef
15.
go back to reference Braz MR, Virgilio SR (2006) Software effort estimation based on use cases. In: Proceeding of the international computer software and applications conference, vol 1, pp 221–228 Braz MR, Virgilio SR (2006) Software effort estimation based on use cases. In: Proceeding of the international computer software and applications conference, vol 1, pp 221–228
16.
go back to reference Pantoni RP, Mossin EA, Brandao D (2008) Task effort fuzzy estimator for software development. INFOCOMP J Comput Sci 7(2):84–89 Pantoni RP, Mossin EA, Brandao D (2008) Task effort fuzzy estimator for software development. INFOCOMP J Comput Sci 7(2):84–89
18.
go back to reference Hari CHVMK, Prasad Reddy PVGD (2011) A fine parameter tuning for COCOMO 81 software effort estimation using particle swarm optimization. J Software Eng 5:38–48CrossRef Hari CHVMK, Prasad Reddy PVGD (2011) A fine parameter tuning for COCOMO 81 software effort estimation using particle swarm optimization. J Software Eng 5:38–48CrossRef
19.
go back to reference Manoj VVR, Swarup Kumar JNV (2012) A novel interval type-2 fuzzy software effort estimation using Takogi–Sugeno fuzzy controller. Int J Mod Eng Res 2(2):3245–3247 Manoj VVR, Swarup Kumar JNV (2012) A novel interval type-2 fuzzy software effort estimation using Takogi–Sugeno fuzzy controller. Int J Mod Eng Res 2(2):3245–3247
20.
go back to reference Frank Vijay J, Manokaran C (2009) Initial hybrid method for analyzing software estimation, benchmarking and risk assessment using design of software. J Comput Sci 10(5):30–38 Frank Vijay J, Manokaran C (2009) Initial hybrid method for analyzing software estimation, benchmarking and risk assessment using design of software. J Comput Sci 10(5):30–38
21.
go back to reference Kumar MS, Rajan BC (2015) An accurate FFPA-PSR estimator algorithm and tool for software effort estimation. Sci World J 15:6 Kumar MS, Rajan BC (2015) An accurate FFPA-PSR estimator algorithm and tool for software effort estimation. Sci World J 15:6
22.
go back to reference Krishna AB, Krishna TKR (2012) Fuzzy and swarm intelligence for software effort estimation. Adv Inf Technol Manag 11(22):246–250 Krishna AB, Krishna TKR (2012) Fuzzy and swarm intelligence for software effort estimation. Adv Inf Technol Manag 11(22):246–250
23.
go back to reference Yang B, Hu H, Jia L (2008) A study of uncertainty in software cost and its impact on optimal software release time. IEEE Trans Softw Eng 34(6):813–825CrossRef Yang B, Hu H, Jia L (2008) A study of uncertainty in software cost and its impact on optimal software release time. IEEE Trans Softw Eng 34(6):813–825CrossRef
Metadata
Title
RETRACTED ARTICLE: Enrichment of accurate software effort estimation using fuzzy-based function point analysis in business data analytics
Author
J. Frank Vijay
Publication date
06-06-2018
Publisher
Springer London
Published in
Neural Computing and Applications / Issue 5/2019
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-018-3565-3

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