A Systematic Literature Review on prioritizing software test cases using Markov chains
Software Testing is a costly activity since the size of the test case set tends to increase as the construction of the software evolves. Test Case Prioritization (TCP) can reduce the effort and cost of software testing. TCP is an activity where a subset of the existing test cases is selected in orde...
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Published in | Information and software technology Vol. 147; p. 106902 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.07.2022
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Abstract | Software Testing is a costly activity since the size of the test case set tends to increase as the construction of the software evolves. Test Case Prioritization (TCP) can reduce the effort and cost of software testing. TCP is an activity where a subset of the existing test cases is selected in order to maximize the possibility of finding defects. On the other hand, Markov Chains representing a reactive system, when solved, can present the occupation time of each of their states. The idea is to use such information and associate priority to those test cases that consist of states with the highest probabilities.
The objective of this paper is to conduct a survey to identify and understand key initiatives for using Markov Chains in TCP. Aspects such as approaches, developed techniques, programming languages, analytical and simulation results, and validation tests are investigated.
A Systematic Literature Review (SLR) was conducted considering studies published up to July 2021 from five different databases to answer the three research questions.
From SLR, we identified 480 studies addressing Markov Chains in TCP that have been reviewed in order to extract relevant information on a set of research questions.
The final 12 studies analyzed use Markov Chains at some stage of test case prioritization in a distinct way, that is, we found that there is no strong relationship between any of the studies, not only on how the technique was used but also in the context of the application. Concerning the fields of application of this subject, 6 forms of approach were found: Controlled Markov Chain, Usage Model, Model-Based Test, Regression Test, Statistical Test, and Random Test. This demonstrates the versatility and robustness of the tool. A large part of the studies developed some prioritization tool, being its validation done in some cases analytically and in others numerically, such as: Measure of the software specification, Optimal Test Transition Probabilities, Adaptive Software Testing, Automatic Prioritization, Ant Colony Optimization, Model Driven approach, and Monte Carlo Random Testing.
•Software Testing is a costly activity since the size of the test case set tends to increase as the construction of the software evolves.•Test Case Prioritization can reduce the effort and cost of software testing.•Markov Chains can be efficiently used in Test Case Prioritization. |
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AbstractList | Software Testing is a costly activity since the size of the test case set tends to increase as the construction of the software evolves. Test Case Prioritization (TCP) can reduce the effort and cost of software testing. TCP is an activity where a subset of the existing test cases is selected in order to maximize the possibility of finding defects. On the other hand, Markov Chains representing a reactive system, when solved, can present the occupation time of each of their states. The idea is to use such information and associate priority to those test cases that consist of states with the highest probabilities.
The objective of this paper is to conduct a survey to identify and understand key initiatives for using Markov Chains in TCP. Aspects such as approaches, developed techniques, programming languages, analytical and simulation results, and validation tests are investigated.
A Systematic Literature Review (SLR) was conducted considering studies published up to July 2021 from five different databases to answer the three research questions.
From SLR, we identified 480 studies addressing Markov Chains in TCP that have been reviewed in order to extract relevant information on a set of research questions.
The final 12 studies analyzed use Markov Chains at some stage of test case prioritization in a distinct way, that is, we found that there is no strong relationship between any of the studies, not only on how the technique was used but also in the context of the application. Concerning the fields of application of this subject, 6 forms of approach were found: Controlled Markov Chain, Usage Model, Model-Based Test, Regression Test, Statistical Test, and Random Test. This demonstrates the versatility and robustness of the tool. A large part of the studies developed some prioritization tool, being its validation done in some cases analytically and in others numerically, such as: Measure of the software specification, Optimal Test Transition Probabilities, Adaptive Software Testing, Automatic Prioritization, Ant Colony Optimization, Model Driven approach, and Monte Carlo Random Testing.
•Software Testing is a costly activity since the size of the test case set tends to increase as the construction of the software evolves.•Test Case Prioritization can reduce the effort and cost of software testing.•Markov Chains can be efficiently used in Test Case Prioritization. |
ArticleNumber | 106902 |
Author | da Silva, Marlon Barbosa, Gerson de Souza, Érica Ferreira Vijaykumar, Nandamudi Lankalapalli dos Santos, Luciana Brasil Rebelo Balera, Juliana Marino |
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Cites_doi | 10.1016/j.infsof.2004.07.006 10.1109/5.533956 10.2307/2529310 10.4028/www.scientific.net/AMR.433-440.4691 10.1016/S0164-1212(99)00084-9 10.1587/transinf.E95.D.2219 10.1007/s11219-015-9300-8 10.1016/j.infsof.2017.08.014 10.1016/S0950-5849(02)00108-8 10.1007/s11219-012-9181-z 10.1145/1497308.1497375 10.1109/TC.2018.2866040 10.1002/stvr.1572 10.1016/0167-6423(87)90035-9 10.1145/1291535.1291539 10.1504/IJWET.2014.063041 10.3906/elk-1209-109 10.1016/S0166-5316(99)00052-8 10.5220/0006527900990110 10.1109/ICSM.1999.792604 10.1007/s13198-014-0237-2 10.1109/32.988497 10.1109/32.328991 10.1007/s10270-015-0479-8 10.1016/S0950-5849(00)00102-6 10.1007/s11219-014-9265-z 10.1016/j.infsof.2013.01.001 |
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References | Baier, Katoen (b2) 2008 Gökçe, Belli, Eminli, Dincer (b24) 2015; 23 Muthyala, Naidu (b32) 2011; 2 Sun, Dai, Liu, Chen, Cai (b40) 2018; 68 Khatibsyarbini, Isa, Jawawi, Tumeng (b6) 2018; 93 Landis, Koch (b38) 1977 Kashyap, Roberts, Sarkani, Mazzuchi (b48) 2012 (b1) 1990 A.O. Arantes, N.L. Vijaykumar, V.A. de Santiago Junior, D. Guimarães, WEB-PerformCharts: a collaborative web-based tool for test case generation from Statecharts, in: Proceedings of the 10th International Conference on Information Integration and Web-Based Applications & Services, 2008, pp. 374–381. Harel (b57) 1987; 8 Di Nardo, Alshahwan, Briand, Labiche (b9) 2015; 25 D.A. Karras, R.C. Papademetriou, A systematic review of analytical management techniques in business process modelling for SMEs beyond what-if-analysis and towards a framework for integrating them with BPM, in: Proceedings of the Seventh International Symposium on Business Modeling and Software Design – BMSD, 2017, pp. 99–110. Cai (b43) 2002; 44 B. Korel, G. Koutsogiannakis, L.H. Tahat, Model-based test prioritization heuristic methods and their evaluation, in: Proceedings of the 3rd International Workshop on Advances in Model-Based Testing, 2007, pp. 34–43. Dorigo, Socha (b52) 2006 Kashyap, Holzer, Sarkani, Eveleigh (b25) 2012; 46 Odumuyiwa, Osisiogu (b63) 2019 Gutjahr (b42) 2000; 40 Souza, Santiago Júnior, Guimaraes, Vijaykumar (b58) 2008 Siegl, Hielscher, German, Berger (b26) 2011 Pai, McCulloch, Gorman, Pai, Enanoria, Kennedy, Tharyan, Colford (b35) 2004; 17 Dyba, Dingsoyr, Hanssen (b37) 2007 Lee, Yannakakis (b21) 1996; 84 Morozov, Ding, Chen, Janschek (b17) 2017 Tijms (b19) 2003 Souza, Santiago Júnior, Vijaykumar (b60) 2017; 25 G. Rothermel, R.H. Untch, C. Chu, M.J. Harrold, Test case prioritization: an empirical study, in: Proceedings IEEE International Conference on Software Maintenance - 1999 (ICSM’99). ’software Maintenance for Business Change’ (Cat. No.99CB36360), 1999, pp. 179–188. Biolchini, Mian, Natali, Travassos (b36) 2005 Walton, Poore (b16) 2000; 42 Devroey, Perrouin, Cordy, Samih, Legay, Schobbens, Heymans (b46) 2015; 16 Nejad, Akbari, Dejam (b7) 2016 Raiyani, Pandya (b31) 2011; 1 Kitchenham, Charters (b34) 2007 Cinlar (b20) 1975 Coutinho, Cartaxo, de Lima Machado (b29) 2016; 24 Elbaum, Malishevsky, Rothermel (b23) 2002; 28 Sayyari, Emadi (b47) 2015 Di Nardo, Alshahwan, Briand, Labiche (b10) 2013 Zhou, Jin, Zhang, Li, Huang (b62) 2016 Yan, Deng, Ji (b49) 2012; 433–440 Morozov, Tuk, Janschek (b54) 2015 Lin, Xue, Song (b41) 2017 K.-Y. Cai, Optimal test profile in the context of software cybernetics, in: Proceedings Second Asia-Pacific Conference on Quality Software, 2001, pp. 157–166. Al-tekreeti, Naik, Abdrabou, Zaman, Srivastava (b39) 2018 Lou, Hao, Zhang (b8) 2015 Roongruangsuwan, Daengdej (b33) 2010 Santiago, Vijaykumar, Guimarães, Amaral, Ferreira (b56) 2008 Cai, Li, Liu (b44) 2004; 46 Whittaker, Thomason (b13) 1994; 20 Catal, Mishra (b5) 2013; 21 Regnell, Runeson, Wohlin (b53) 2000; 50 Briand, Labiche, Wang (b28) 2004 Arantes, Santiago Júnior, Vijaykumar, Souza (b59) 2014; 9 Cai (b14) 2011; 1 Tijms, Tijms (b18) 1994 Khatri, Kaur, Datta (b15) 2015; 6 Zhou, Okamura, Dohi (b50) 2012; E95.D M. Delamaro, J. Maldonado, M. Jino, Introdução ao Teste de Software, Rio de Janeiro, RJ, 2007. Endo, Simao (b30) 2013; 55 Mariano, Souza, Endo, Vijaykumar (b61) 2020; 1 Mathur (b4) 2012 Saad (b22) 1992 Gibbons (b51) 1985 Brémaud (b27) 2013 Souza (10.1016/j.infsof.2022.106902_b60) 2017; 25 Gökçe (10.1016/j.infsof.2022.106902_b24) 2015; 23 Santiago (10.1016/j.infsof.2022.106902_b56) 2008 Muthyala (10.1016/j.infsof.2022.106902_b32) 2011; 2 Arantes (10.1016/j.infsof.2022.106902_b59) 2014; 9 Zhou (10.1016/j.infsof.2022.106902_b62) 2016 10.1016/j.infsof.2022.106902_b64 Raiyani (10.1016/j.infsof.2022.106902_b31) 2011; 1 Roongruangsuwan (10.1016/j.infsof.2022.106902_b33) 2010 Souza (10.1016/j.infsof.2022.106902_b58) 2008 Khatibsyarbini (10.1016/j.infsof.2022.106902_b6) 2018; 93 Tijms (10.1016/j.infsof.2022.106902_b19) 2003 Lin (10.1016/j.infsof.2022.106902_b41) 2017 Regnell (10.1016/j.infsof.2022.106902_b53) 2000; 50 Cinlar (10.1016/j.infsof.2022.106902_b20) 1975 Biolchini (10.1016/j.infsof.2022.106902_b36) 2005 Endo (10.1016/j.infsof.2022.106902_b30) 2013; 55 Zhou (10.1016/j.infsof.2022.106902_b50) 2012; E95.D Kitchenham (10.1016/j.infsof.2022.106902_b34) 2007 (10.1016/j.infsof.2022.106902_b1) 1990 Cai (10.1016/j.infsof.2022.106902_b44) 2004; 46 10.1016/j.infsof.2022.106902_b12 10.1016/j.infsof.2022.106902_b11 10.1016/j.infsof.2022.106902_b55 Kashyap (10.1016/j.infsof.2022.106902_b25) 2012; 46 Di Nardo (10.1016/j.infsof.2022.106902_b10) 2013 Elbaum (10.1016/j.infsof.2022.106902_b23) 2002; 28 Lee (10.1016/j.infsof.2022.106902_b21) 1996; 84 Khatri (10.1016/j.infsof.2022.106902_b15) 2015; 6 Gutjahr (10.1016/j.infsof.2022.106902_b42) 2000; 40 Cai (10.1016/j.infsof.2022.106902_b14) 2011; 1 Mariano (10.1016/j.infsof.2022.106902_b61) 2020; 1 Odumuyiwa (10.1016/j.infsof.2022.106902_b63) 2019 Harel (10.1016/j.infsof.2022.106902_b57) 1987; 8 Catal (10.1016/j.infsof.2022.106902_b5) 2013; 21 Al-tekreeti (10.1016/j.infsof.2022.106902_b39) 2018 Sun (10.1016/j.infsof.2022.106902_b40) 2018; 68 Morozov (10.1016/j.infsof.2022.106902_b54) 2015 Baier (10.1016/j.infsof.2022.106902_b2) 2008 Sayyari (10.1016/j.infsof.2022.106902_b47) 2015 Whittaker (10.1016/j.infsof.2022.106902_b13) 1994; 20 10.1016/j.infsof.2022.106902_b45 Dorigo (10.1016/j.infsof.2022.106902_b52) 2006 Di Nardo (10.1016/j.infsof.2022.106902_b9) 2015; 25 Pai (10.1016/j.infsof.2022.106902_b35) 2004; 17 Saad (10.1016/j.infsof.2022.106902_b22) 1992 Yan (10.1016/j.infsof.2022.106902_b49) 2012; 433–440 Mathur (10.1016/j.infsof.2022.106902_b4) 2012 Gibbons (10.1016/j.infsof.2022.106902_b51) 1985 Nejad (10.1016/j.infsof.2022.106902_b7) 2016 Siegl (10.1016/j.infsof.2022.106902_b26) 2011 Kashyap (10.1016/j.infsof.2022.106902_b48) 2012 10.1016/j.infsof.2022.106902_b3 Morozov (10.1016/j.infsof.2022.106902_b17) 2017 Lou (10.1016/j.infsof.2022.106902_b8) 2015 Tijms (10.1016/j.infsof.2022.106902_b18) 1994 Briand (10.1016/j.infsof.2022.106902_b28) 2004 Devroey (10.1016/j.infsof.2022.106902_b46) 2015; 16 Cai (10.1016/j.infsof.2022.106902_b43) 2002; 44 Landis (10.1016/j.infsof.2022.106902_b38) 1977 Dyba (10.1016/j.infsof.2022.106902_b37) 2007 Walton (10.1016/j.infsof.2022.106902_b16) 2000; 42 Brémaud (10.1016/j.infsof.2022.106902_b27) 2013 Coutinho (10.1016/j.infsof.2022.106902_b29) 2016; 24 |
References_xml | – start-page: 610 year: 1990 end-page: 612 ident: b1 article-title: Standard Glossary of Software Engineering Terminology, IEEE Software Engineering Standards & ollection – volume: 8 start-page: 231 year: 1987 end-page: 274 ident: b57 article-title: Statecharts: A visual formalism for complex systems publication-title: Sci. Comput. Program. contributor: fullname: Harel – volume: 28 start-page: 159 year: 2002 end-page: 182 ident: b23 article-title: Test case prioritization: A family of empirical studies publication-title: IEEE Trans. Softw. Eng. contributor: fullname: Rothermel – volume: 1 year: 2011 ident: b31 article-title: Proritization technique for minimizing number of test cases publication-title: Int. J. Softw. Eng. Res. Pract. contributor: fullname: Pandya – start-page: 142 year: 2016 end-page: 147 ident: b7 article-title: Using memetic algorithms for test case prioritization in model based software testing publication-title: 2016 1st Conference on Swarm Intelligence and Evolutionary Computation (CSIEC) contributor: fullname: Dejam – year: 2005 ident: b36 article-title: Systematic Review in Software Engineering contributor: fullname: Travassos – start-page: 20 year: 2017 end-page: 29 ident: b17 article-title: Test suite prioritization for efficient regression testing of model-based automotive software publication-title: 2017 International Conference on Software Analysis, Testing and Evolution (SATE) contributor: fullname: Janschek – volume: 93 start-page: 74 year: 2018 end-page: 93 ident: b6 article-title: Test case prioritization approaches in regression testing: A systematic literature review publication-title: Inf. Softw. Technol. contributor: fullname: Tumeng – start-page: 462 year: 2017 end-page: -466 ident: b41 article-title: A simpler and more direct derivation of system reliability using markov chain usage models publication-title: Proceedings of the 29th International Conference on Software Engineering and Knowledge Engineering contributor: fullname: Song – volume: 9 start-page: 62 year: 2014 end-page: 96 ident: b59 article-title: Tool support for generating model-based test cases via web publication-title: Int. J. Web Eng. Technol. IiWAS contributor: fullname: Souza – start-page: 153 year: 2016 end-page: 160 ident: b62 article-title: A map of threats to validity of systematic literature reviews in software engineering publication-title: 23rd Asia-Pacific Software Engineering Conferencees contributor: fullname: Huang – year: 1994 ident: b18 article-title: Stochastic Models: An Algorithmic Approach, Vol. 303 contributor: fullname: Tijms – year: 2008 ident: b2 article-title: Principles of Model Checking contributor: fullname: Katoen – start-page: 225 year: 2007 end-page: 234 ident: b37 article-title: Applying systematic reviews to diverse study types: An experience report publication-title: International Symposium on Empirical Software Engineering and Measurement contributor: fullname: Hanssen – start-page: 435 year: 2015 end-page: 440 ident: b47 article-title: Automated generation of software testing path based on ant colony publication-title: 2015 International Congress on Technology, Communication and Knowledge (ICTCK) contributor: fullname: Emadi – start-page: 59 year: 2015 end-page: 60 ident: b54 article-title: ErrorPro: Software tool for stochastic error propagation analysis publication-title: 1st International Workshop on Resiliency in Embedded Electronic Systems, Amsterdam, the Netherlands contributor: fullname: Janschek – volume: 68 start-page: 157 year: 2018 end-page: 169 ident: b40 article-title: Adaptive partition testing publication-title: IEEE Trans. Comput. contributor: fullname: Cai – year: 2012 ident: b4 article-title: Foundations of Software Testing, Seventh Impression contributor: fullname: Mathur – year: 1992 ident: b22 article-title: Numerical Methods for Large Eigenvalue Problems contributor: fullname: Saad – volume: 23 start-page: 623 year: 2015 end-page: 640 ident: b24 article-title: Model-based test case prioritization using cluster analysis: a soft-computing approach publication-title: Turk. J. Electr. Eng. Comput. Sci. contributor: fullname: Dincer – volume: 24 start-page: 407 year: 2016 end-page: 445 ident: b29 article-title: Analysis of distance functions for similarity-based test suite reduction in the context of model-based testing publication-title: Softw. Qual. J. contributor: fullname: de Lima Machado – volume: 16 start-page: 153 year: 2015 end-page: 171 ident: b46 article-title: Statistical prioritization for software product line testing: an experience report publication-title: Softw. Syst. Model. contributor: fullname: Heymans – volume: 25 start-page: 373 year: 2017 end-page: 405 ident: b60 article-title: H-Switch Cover: a new test criterion to generate test case from finite state machines publication-title: Softw. Qual. J. contributor: fullname: Vijaykumar – year: 2007 ident: b34 article-title: Guidelines for performing Systematic Literature Reviews in Software Engineering contributor: fullname: Charters – start-page: 86 year: 2004 end-page: 95 ident: b28 article-title: Using simulation to empirically investigate test coverage criteria based on statechart publication-title: Proceedings. 26th International Conference on Software Engineering contributor: fullname: Wang – year: 2013 ident: b27 article-title: Markov Chains: Gibbs Fields, Monte Carlo Simulation, and Queues, Vol. 31 contributor: fullname: Brémaud – start-page: 1 year: 2019 end-page: 7 ident: b63 article-title: A systematic review on hidden Markov models for sentiment analysis publication-title: 2019 15th International Conference on Electronics, Computer and Computation (ICECCO) contributor: fullname: Osisiogu – volume: 40 start-page: 199 year: 2000 end-page: 222 ident: b42 article-title: Software dependability evaluation based on Markov usage models publication-title: Perform. Eval. contributor: fullname: Gutjahr – start-page: 1 year: 2012 end-page: 7 ident: b48 article-title: A model driven approach for system validation publication-title: 2012 IEEE International Systems Conference SysCon 2012 contributor: fullname: Mazzuchi – volume: 1 start-page: 38 year: 2011 end-page: 59 ident: b14 article-title: A controlled Markov chains approach to software testing publication-title: Softw. Eng.: Int. J. (SeiJ) contributor: fullname: Cai – year: 2006 ident: b52 article-title: An introduction to ant colony optimization publication-title: Handbook of Metaheuristics, Vol. 26 contributor: fullname: Socha – volume: 46 start-page: 989 year: 2004 end-page: 1000 ident: b44 article-title: Optimal and adaptive testing for software reliability assessment publication-title: Inf. Softw. Technol. contributor: fullname: Liu – start-page: 46 year: 2015 end-page: 57 ident: b8 article-title: Mutation-based test-case prioritization in software evolution publication-title: 2015 IEEE 26th International Symposium on Software Reliability Engineering (ISSRE) contributor: fullname: Zhang – year: 2003 ident: b19 article-title: A First Course in Stochastic Models contributor: fullname: Tijms – volume: 17 start-page: 89 year: 2004 ident: b35 article-title: Systematic reviews and meta-analyses: an illustrated, step-by-step guide publication-title: Natl. Med. J. India contributor: fullname: Colford – year: 1985 ident: b51 article-title: Algorithmic Graph Theory contributor: fullname: Gibbons – volume: 1 start-page: 1 year: 2020 end-page: 19 ident: b61 article-title: Comparing graph-based algorithms to generate test cases from finite state machines publication-title: J. Electron. Test.-Theory Appl. contributor: fullname: Vijaykumar – volume: 42 start-page: 859 year: 2000 end-page: 872 ident: b16 article-title: Measuring complexity and coverage of software specifications publication-title: Inf. Softw. Technol. contributor: fullname: Poore – volume: 84 start-page: 1090 year: 1996 end-page: 1123 ident: b21 article-title: Principles and methods of testing finite state machines-a survey publication-title: Proc. IEEE contributor: fullname: Yannakakis – volume: 21 start-page: 445 year: 2013 end-page: 478 ident: b5 article-title: Test case prioritization: a systematic mapping study publication-title: Softw. Qual. J. contributor: fullname: Mishra – volume: 55 start-page: 1045 year: 2013 end-page: 1062 ident: b30 article-title: Evaluating test suite characteristics, cost, and effectiveness of FSM-based testing methods publication-title: Inf. Softw. Technol. contributor: fullname: Simao – volume: 433–440 start-page: 4691 year: 2012 end-page: 4697 ident: b49 article-title: Reducing safety-critical software statistical testing cost based on importance sampling technique publication-title: Adv. Mater. Res. contributor: fullname: Ji – start-page: 420 year: 1975 ident: b20 article-title: Introduction to Stochastic Processes contributor: fullname: Cinlar – volume: 20 start-page: 812 year: 1994 end-page: 824 ident: b13 article-title: A Markov chain model for statistical software testing publication-title: IEEE Trans. Softw. Eng. contributor: fullname: Thomason – start-page: 157 year: 2008 end-page: 162 ident: b58 article-title: Evaluation of test criteria for space application software modeling in statecharts publication-title: International Conference on Computational Intelligence for Modelling Control and Automation contributor: fullname: Vijaykumar – volume: 2 start-page: 500 year: 2011 end-page: 505 ident: b32 article-title: A novel approach to test suite reduction using data mining publication-title: Indian J. Comput. Sci. Eng. contributor: fullname: Naidu – start-page: 1 year: 2011 end-page: 6 ident: b26 article-title: Formal specification and systematic model-driven testing of embedded automotive systems publication-title: 2011 Design, Automation & Test in Europe contributor: fullname: Berger – volume: 25 start-page: 371 year: 2015 end-page: 396 ident: b9 article-title: Coverage-based regression test case selection, minimization and prioritization: A case study on an industrial system publication-title: Softw. Test. Verif. Reliab. contributor: fullname: Labiche – start-page: 159 year: 1977 end-page: 174 ident: b38 article-title: The measurement of observer agreement for categorical data publication-title: Biometrics contributor: fullname: Koch – volume: E95.D start-page: 2219 year: 2012 end-page: 2226 ident: b50 article-title: Application of Markov Chain Monte Carlo random testing to test case prioritization in regression testing publication-title: IEICE Trans. Inf. Syst. contributor: fullname: Dohi – volume: 46 start-page: 13 year: 2012 end-page: 20 ident: b25 article-title: Model based testing for software systems: an application of markov modulated markov process publication-title: Int. J. Comput. Appl. contributor: fullname: Eveleigh – start-page: 63 year: 2008 end-page: 72 ident: b56 article-title: An environment for automated test case generation from statechart-based and finite state machine-based behavioral models publication-title: 2008 IEEE International Conference on Software Testing Verification and Validation Workshop contributor: fullname: Ferreira – volume: 6 start-page: 3 year: 2015 end-page: 17 ident: b15 article-title: Testing Apache OpenOffice Writer using statistical usage testing technique publication-title: Int. J. Syst. Assur. Eng. Manag. contributor: fullname: Datta – start-page: 75 year: 2010 ident: b33 article-title: Test case reduction methods by using CBR publication-title: International Workshop on Design, Evaluation and Refinement of Intelligent Systems (DERIS2010) contributor: fullname: Daengdej – volume: 44 start-page: 841 year: 2002 end-page: 855 ident: b43 article-title: Optimal software testing and adaptive software testing in the context of software cybernetics publication-title: Inf. Softw. Technol. contributor: fullname: Cai – volume: 50 start-page: 117 year: 2000 end-page: 130 ident: b53 article-title: Towards integration of use case modelling and usage-based testing publication-title: J. Syst. Softw. contributor: fullname: Wohlin – start-page: 225 year: 2018 end-page: 236 ident: b39 article-title: Test generation for performance evaluation of mobile multimedia streaming applications publication-title: MODELSWARD contributor: fullname: Srivastava – start-page: 302 year: 2013 end-page: 311 ident: b10 article-title: Coverage-based test case prioritisation: An industrial case study publication-title: 2013 IEEE Sixth International Conference on Software Testing, Verification and Validation contributor: fullname: Labiche – volume: 1 start-page: 38 issue: 1 year: 2011 ident: 10.1016/j.infsof.2022.106902_b14 article-title: A controlled Markov chains approach to software testing publication-title: Softw. Eng.: Int. J. (SeiJ) contributor: fullname: Cai – volume: 2 start-page: 500 issue: 3 year: 2011 ident: 10.1016/j.infsof.2022.106902_b32 article-title: A novel approach to test suite reduction using data mining publication-title: Indian J. Comput. Sci. Eng. contributor: fullname: Muthyala – volume: 46 start-page: 989 issue: 15 year: 2004 ident: 10.1016/j.infsof.2022.106902_b44 article-title: Optimal and adaptive testing for software reliability assessment publication-title: Inf. Softw. Technol. doi: 10.1016/j.infsof.2004.07.006 contributor: fullname: Cai – start-page: 420 year: 1975 ident: 10.1016/j.infsof.2022.106902_b20 contributor: fullname: Cinlar – volume: 84 start-page: 1090 issue: 8 year: 1996 ident: 10.1016/j.infsof.2022.106902_b21 article-title: Principles and methods of testing finite state machines-a survey publication-title: Proc. IEEE doi: 10.1109/5.533956 contributor: fullname: Lee – start-page: 159 year: 1977 ident: 10.1016/j.infsof.2022.106902_b38 article-title: The measurement of observer agreement for categorical data publication-title: Biometrics doi: 10.2307/2529310 contributor: fullname: Landis – start-page: 86 year: 2004 ident: 10.1016/j.infsof.2022.106902_b28 article-title: Using simulation to empirically investigate test coverage criteria based on statechart contributor: fullname: Briand – start-page: 610 year: 1990 ident: 10.1016/j.infsof.2022.106902_b1 – start-page: 302 year: 2013 ident: 10.1016/j.infsof.2022.106902_b10 article-title: Coverage-based test case prioritisation: An industrial case study contributor: fullname: Di Nardo – volume: 433–440 start-page: 4691 year: 2012 ident: 10.1016/j.infsof.2022.106902_b49 article-title: Reducing safety-critical software statistical testing cost based on importance sampling technique publication-title: Adv. Mater. Res. doi: 10.4028/www.scientific.net/AMR.433-440.4691 contributor: fullname: Yan – start-page: 1 year: 2011 ident: 10.1016/j.infsof.2022.106902_b26 article-title: Formal specification and systematic model-driven testing of embedded automotive systems contributor: fullname: Siegl – start-page: 63 year: 2008 ident: 10.1016/j.infsof.2022.106902_b56 article-title: An environment for automated test case generation from statechart-based and finite state machine-based behavioral models contributor: fullname: Santiago – volume: 50 start-page: 117 issue: 2 year: 2000 ident: 10.1016/j.infsof.2022.106902_b53 article-title: Towards integration of use case modelling and usage-based testing publication-title: J. Syst. Softw. doi: 10.1016/S0164-1212(99)00084-9 contributor: fullname: Regnell – volume: E95.D start-page: 2219 issue: 9 year: 2012 ident: 10.1016/j.infsof.2022.106902_b50 article-title: Application of Markov Chain Monte Carlo random testing to test case prioritization in regression testing publication-title: IEICE Trans. Inf. Syst. doi: 10.1587/transinf.E95.D.2219 contributor: fullname: Zhou – volume: 25 start-page: 373 issue: 2 year: 2017 ident: 10.1016/j.infsof.2022.106902_b60 article-title: H-Switch Cover: a new test criterion to generate test case from finite state machines publication-title: Softw. Qual. J. doi: 10.1007/s11219-015-9300-8 contributor: fullname: Souza – volume: 93 start-page: 74 year: 2018 ident: 10.1016/j.infsof.2022.106902_b6 article-title: Test case prioritization approaches in regression testing: A systematic literature review publication-title: Inf. Softw. Technol. doi: 10.1016/j.infsof.2017.08.014 contributor: fullname: Khatibsyarbini – start-page: 462 year: 2017 ident: 10.1016/j.infsof.2022.106902_b41 article-title: A simpler and more direct derivation of system reliability using markov chain usage models contributor: fullname: Lin – volume: 46 start-page: 13 issue: 14 year: 2012 ident: 10.1016/j.infsof.2022.106902_b25 article-title: Model based testing for software systems: an application of markov modulated markov process publication-title: Int. J. Comput. Appl. contributor: fullname: Kashyap – volume: 44 start-page: 841 issue: 14 year: 2002 ident: 10.1016/j.infsof.2022.106902_b43 article-title: Optimal software testing and adaptive software testing in the context of software cybernetics publication-title: Inf. Softw. Technol. doi: 10.1016/S0950-5849(02)00108-8 contributor: fullname: Cai – volume: 21 start-page: 445 issue: 3 year: 2013 ident: 10.1016/j.infsof.2022.106902_b5 article-title: Test case prioritization: a systematic mapping study publication-title: Softw. Qual. J. doi: 10.1007/s11219-012-9181-z contributor: fullname: Catal – start-page: 225 year: 2018 ident: 10.1016/j.infsof.2022.106902_b39 article-title: Test generation for performance evaluation of mobile multimedia streaming applications contributor: fullname: Al-tekreeti – start-page: 1 year: 2012 ident: 10.1016/j.infsof.2022.106902_b48 article-title: A model driven approach for system validation contributor: fullname: Kashyap – volume: 1 year: 2011 ident: 10.1016/j.infsof.2022.106902_b31 article-title: Proritization technique for minimizing number of test cases publication-title: Int. J. Softw. Eng. Res. Pract. contributor: fullname: Raiyani – year: 2013 ident: 10.1016/j.infsof.2022.106902_b27 contributor: fullname: Brémaud – ident: 10.1016/j.infsof.2022.106902_b55 doi: 10.1145/1497308.1497375 – volume: 1 start-page: 1 year: 2020 ident: 10.1016/j.infsof.2022.106902_b61 article-title: Comparing graph-based algorithms to generate test cases from finite state machines publication-title: J. Electron. Test.-Theory Appl. contributor: fullname: Mariano – year: 2003 ident: 10.1016/j.infsof.2022.106902_b19 contributor: fullname: Tijms – year: 2005 ident: 10.1016/j.infsof.2022.106902_b36 contributor: fullname: Biolchini – volume: 68 start-page: 157 issue: 2 year: 2018 ident: 10.1016/j.infsof.2022.106902_b40 article-title: Adaptive partition testing publication-title: IEEE Trans. Comput. doi: 10.1109/TC.2018.2866040 contributor: fullname: Sun – start-page: 142 year: 2016 ident: 10.1016/j.infsof.2022.106902_b7 article-title: Using memetic algorithms for test case prioritization in model based software testing contributor: fullname: Nejad – volume: 25 start-page: 371 issue: 4 year: 2015 ident: 10.1016/j.infsof.2022.106902_b9 article-title: Coverage-based regression test case selection, minimization and prioritization: A case study on an industrial system publication-title: Softw. Test. Verif. Reliab. doi: 10.1002/stvr.1572 contributor: fullname: Di Nardo – volume: 17 start-page: 89 issue: 2 year: 2004 ident: 10.1016/j.infsof.2022.106902_b35 article-title: Systematic reviews and meta-analyses: an illustrated, step-by-step guide publication-title: Natl. Med. J. India contributor: fullname: Pai – volume: 8 start-page: 231 issue: 3 year: 1987 ident: 10.1016/j.infsof.2022.106902_b57 article-title: Statecharts: A visual formalism for complex systems publication-title: Sci. Comput. Program. doi: 10.1016/0167-6423(87)90035-9 contributor: fullname: Harel – ident: 10.1016/j.infsof.2022.106902_b12 doi: 10.1145/1291535.1291539 – start-page: 20 year: 2017 ident: 10.1016/j.infsof.2022.106902_b17 article-title: Test suite prioritization for efficient regression testing of model-based automotive software contributor: fullname: Morozov – start-page: 46 year: 2015 ident: 10.1016/j.infsof.2022.106902_b8 article-title: Mutation-based test-case prioritization in software evolution contributor: fullname: Lou – volume: 9 start-page: 62 issue: 1 year: 2014 ident: 10.1016/j.infsof.2022.106902_b59 article-title: Tool support for generating model-based test cases via web publication-title: Int. J. Web Eng. Technol. IiWAS doi: 10.1504/IJWET.2014.063041 contributor: fullname: Arantes – volume: 23 start-page: 623 issue: 3 year: 2015 ident: 10.1016/j.infsof.2022.106902_b24 article-title: Model-based test case prioritization using cluster analysis: a soft-computing approach publication-title: Turk. J. Electr. Eng. Comput. Sci. doi: 10.3906/elk-1209-109 contributor: fullname: Gökçe – volume: 40 start-page: 199 issue: 4 year: 2000 ident: 10.1016/j.infsof.2022.106902_b42 article-title: Software dependability evaluation based on Markov usage models publication-title: Perform. Eval. doi: 10.1016/S0166-5316(99)00052-8 contributor: fullname: Gutjahr – year: 1994 ident: 10.1016/j.infsof.2022.106902_b18 contributor: fullname: Tijms – year: 2007 ident: 10.1016/j.infsof.2022.106902_b34 contributor: fullname: Kitchenham – ident: 10.1016/j.infsof.2022.106902_b64 doi: 10.5220/0006527900990110 – ident: 10.1016/j.infsof.2022.106902_b11 doi: 10.1109/ICSM.1999.792604 – year: 1992 ident: 10.1016/j.infsof.2022.106902_b22 contributor: fullname: Saad – volume: 6 start-page: 3 issue: 1 year: 2015 ident: 10.1016/j.infsof.2022.106902_b15 article-title: Testing Apache OpenOffice Writer using statistical usage testing technique publication-title: Int. J. Syst. Assur. Eng. Manag. doi: 10.1007/s13198-014-0237-2 contributor: fullname: Khatri – start-page: 1 year: 2019 ident: 10.1016/j.infsof.2022.106902_b63 article-title: A systematic review on hidden Markov models for sentiment analysis contributor: fullname: Odumuyiwa – volume: 28 start-page: 159 issue: 2 year: 2002 ident: 10.1016/j.infsof.2022.106902_b23 article-title: Test case prioritization: A family of empirical studies publication-title: IEEE Trans. Softw. Eng. doi: 10.1109/32.988497 contributor: fullname: Elbaum – ident: 10.1016/j.infsof.2022.106902_b3 – start-page: 59 year: 2015 ident: 10.1016/j.infsof.2022.106902_b54 article-title: ErrorPro: Software tool for stochastic error propagation analysis contributor: fullname: Morozov – volume: 20 start-page: 812 issue: 10 year: 1994 ident: 10.1016/j.infsof.2022.106902_b13 article-title: A Markov chain model for statistical software testing publication-title: IEEE Trans. Softw. Eng. doi: 10.1109/32.328991 contributor: fullname: Whittaker – volume: 16 start-page: 153 issue: 1 year: 2015 ident: 10.1016/j.infsof.2022.106902_b46 article-title: Statistical prioritization for software product line testing: an experience report publication-title: Softw. Syst. Model. doi: 10.1007/s10270-015-0479-8 contributor: fullname: Devroey – year: 1985 ident: 10.1016/j.infsof.2022.106902_b51 contributor: fullname: Gibbons – ident: 10.1016/j.infsof.2022.106902_b45 – start-page: 435 year: 2015 ident: 10.1016/j.infsof.2022.106902_b47 article-title: Automated generation of software testing path based on ant colony contributor: fullname: Sayyari – year: 2006 ident: 10.1016/j.infsof.2022.106902_b52 article-title: An introduction to ant colony optimization contributor: fullname: Dorigo – volume: 42 start-page: 859 issue: 12 year: 2000 ident: 10.1016/j.infsof.2022.106902_b16 article-title: Measuring complexity and coverage of software specifications publication-title: Inf. Softw. Technol. doi: 10.1016/S0950-5849(00)00102-6 contributor: fullname: Walton – volume: 24 start-page: 407 issue: 2 year: 2016 ident: 10.1016/j.infsof.2022.106902_b29 article-title: Analysis of distance functions for similarity-based test suite reduction in the context of model-based testing publication-title: Softw. Qual. J. doi: 10.1007/s11219-014-9265-z contributor: fullname: Coutinho – start-page: 153 year: 2016 ident: 10.1016/j.infsof.2022.106902_b62 article-title: A map of threats to validity of systematic literature reviews in software engineering contributor: fullname: Zhou – volume: 55 start-page: 1045 issue: 6 year: 2013 ident: 10.1016/j.infsof.2022.106902_b30 article-title: Evaluating test suite characteristics, cost, and effectiveness of FSM-based testing methods publication-title: Inf. Softw. Technol. doi: 10.1016/j.infsof.2013.01.001 contributor: fullname: Endo – start-page: 75 year: 2010 ident: 10.1016/j.infsof.2022.106902_b33 article-title: Test case reduction methods by using CBR contributor: fullname: Roongruangsuwan – year: 2008 ident: 10.1016/j.infsof.2022.106902_b2 contributor: fullname: Baier – year: 2012 ident: 10.1016/j.infsof.2022.106902_b4 contributor: fullname: Mathur – start-page: 225 year: 2007 ident: 10.1016/j.infsof.2022.106902_b37 article-title: Applying systematic reviews to diverse study types: An experience report contributor: fullname: Dyba – start-page: 157 year: 2008 ident: 10.1016/j.infsof.2022.106902_b58 article-title: Evaluation of test criteria for space application software modeling in statecharts contributor: fullname: Souza |
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