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Selection of Optimal Method of Software Release Time Incorporating Imperfect Debugging

Gautam, S and Kumar, D and Patnaik, LM (2018) Selection of Optimal Method of Software Release Time Incorporating Imperfect Debugging. In: 4th International Conference on "Computational Intelligence and Communication Technology", CICT 2018, 9 - 10 February 2018, Ghaziabad.

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Official URL: https://doi.org/10.1109/CIACT.2018.8480133

Abstract

The demand of highly reliable software systems has resulted in rigorous testing of the software. A major part of the software development cost is assigned to the testing phase. The optimal release time prediction is the biggest challenge for software developers these days. In the literature a number of models have been proposed and lot of study is done towards assessment of software release time. The work carried out in the literature for determination of Software release time problem focuses on the crisp optimization problem and fuzzy optimization problem. This paper discusses the release time problem using neural network. A Fuzzy release time problem is formulated considering maximization of cost and reliability taken as a constraint. The problem is solved with neural network approach and the results are compared with crisp and fuzzy optimized results. The result is also validated on real time data set.

Item Type: Conference Paper
Publication: International Conference on "Computational Intelligence and Communication Technology", CICT 2018
Publisher: Institute of Electrical and Electronics Engineers Inc.
Additional Information: The copyright for this article belongs to Institute of Electrical and Electronics Engineers Inc.
Keywords: Artificial intelligence; Cost functions; Fuzzy inference; Neural networks; Optimization; Reliability; Software design; Software reliability; Software testing, Fuzzy optimization; Imperfect debugging; Optimal release; Optimization problems; Software developer; Software development costs; Software release time; Software systems, Program debugging
Department/Centre: Division of Electrical Sciences > Electronic Systems Engineering (Formerly Centre for Electronic Design & Technology)
Date Deposited: 04 Aug 2022 06:54
Last Modified: 04 Aug 2022 06:54
URI: https://eprints.iisc.ac.in/id/eprint/75219

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