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PSTG: A T-Way Strategy Adopting Particle Swarm Optimization

Published: 26 May 2010 Publication History

Abstract

As an activity to ensure quality and conformance, testing is one of the most important activities in any software or hardware product development cycle. Often, the challenge in testing is that the system may support a wide range of configurations. Ideally, it is desirable to test all of these configurations exhaustively. However, exhaustive testing is practically impossible due to time and resource limitations. To address this issue, there is a need for a sampling strategy that can select a subset of inputs as test data from an inherently large search space. Recent findings demonstrate that t-way interaction testing strategies based on artificial intelligence (i.e. where t indicates interaction strength) have been successful to obtain a near optimal solution resulting into smaller test set to be considered. Motivated by such findings, we have developed a new test generation strategy, called Particle Swarm Test Generator (PSTG). In this paper, we discuss the design of PSTG and demonstrate our preliminary test size reduction results against other competing t-way strategies including IPOG, WHITCH, Jenny, TConfig, and TVG.

Cited By

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  • (2023)Preference-wise Testing of Android Apps via Test AmplificationACM Transactions on Software Engineering and Methodology10.1145/351180432:1(1-37)Online publication date: 13-Feb-2023
  • (2019)Preference-wise testing for Android applicationsProceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering10.1145/3338906.3338980(268-278)Online publication date: 12-Aug-2019
  • (2019)Towards an Automated Unified Framework to Run Applications for Combinatorial Interaction TestingProceedings of the 23rd International Conference on Evaluation and Assessment in Software Engineering10.1145/3319008.3319348(252-258)Online publication date: 15-Apr-2019
  • Show More Cited By

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Information & Contributors

Information

Published In

cover image Guide Proceedings
AMS '10: Proceedings of the 2010 Fourth Asia International Conference on Mathematical/Analytical Modelling and Computer Simulation
May 2010
634 pages
ISBN:9780769540627

Publisher

IEEE Computer Society

United States

Publication History

Published: 26 May 2010

Author Tags

  1. Particle Swarm Optimization
  2. t-way testing

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Cited By

View all
  • (2023)Preference-wise Testing of Android Apps via Test AmplificationACM Transactions on Software Engineering and Methodology10.1145/351180432:1(1-37)Online publication date: 13-Feb-2023
  • (2019)Preference-wise testing for Android applicationsProceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering10.1145/3338906.3338980(268-278)Online publication date: 12-Aug-2019
  • (2019)Towards an Automated Unified Framework to Run Applications for Combinatorial Interaction TestingProceedings of the 23rd International Conference on Evaluation and Assessment in Software Engineering10.1145/3319008.3319348(252-258)Online publication date: 15-Apr-2019
  • (2017)Fuzzy adaptive teaching learning-based optimization strategy for the problem of generating mixed strength t-way test suitesEngineering Applications of Artificial Intelligence10.1016/j.engappai.2016.12.01459:C(35-50)Online publication date: 1-Mar-2017
  • (2016)A Tabu Search hyper-heuristic strategy for t-way test suite generationApplied Soft Computing10.1016/j.asoc.2016.03.02144:C(57-74)Online publication date: 1-Jul-2016
  • (2014)An overview of search based combinatorial testingProceedings of the 7th International Workshop on Search-Based Software Testing10.1145/2593833.2593839(27-30)Online publication date: 2-Jun-2014
  • (2012)Application of Particle Swarm Optimization to uniform and variable strength covering array constructionApplied Soft Computing10.1016/j.asoc.2011.11.02912:4(1330-1347)Online publication date: 1-Apr-2012
  • (2012)Constraints dependent t-way test suite generation using harmony search strategyProceedings of the 12th Pacific Rim conference on Knowledge Management and Acquisition for Intelligent Systems10.1007/978-3-642-32541-0_1(1-11)Online publication date: 6-Sep-2012
  • (2011)A variable strength interaction test suites generation strategy using Particle Swarm OptimizationJournal of Systems and Software10.1016/j.jss.2011.06.00484:12(2171-2185)Online publication date: 1-Dec-2011

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