Software test results exploration and visualization with continuous integration and nightly testing

Software testing is key for quality assurance of embedded systems. However, with increased development pace, the amount of test results data risks growing to a level where exploration and visualization of the results are unmanageable. This paper covers a tool, Tim, implemented at a company developin...

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Published in:International journal on software tools for technology transfer Vol. 24; no. 2; pp. 261 - 285
Main Authors: Strandberg, Per Erik, Afzal, Wasif, Sundmark, Daniel
Format: Journal Article
Language:English
Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2022
Springer Nature B.V
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ISSN:1433-2779, 1433-2787, 1433-2787
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Abstract Software testing is key for quality assurance of embedded systems. However, with increased development pace, the amount of test results data risks growing to a level where exploration and visualization of the results are unmanageable. This paper covers a tool, Tim, implemented at a company developing embedded systems, where software development occurs in parallel branches and nightly testing is partitioned over software branches, test systems and test cases. Tim aims to replace a previous solution with problems of scalability, requirements and technological flora. Tim was implemented with a reference group over several months. For validation, data were collected both from reference group meetings and logs from the usage of the tool. Data were analyzed quantitatively and qualitatively. The main contributions from the study include the implementation of eight views for test results exploration and visualization, the identification of four solutions patterns for these views (filtering, aggregation, previews and comparisons), as well as six challenges frequently discussed at reference group meetings (expectations, anomalies, navigation, integrations, hardware details and plots). Results are put in perspective with related work and future work is proposed, e.g., enhanced anomaly detection and integrations with more systems such as risk management, source code and requirements repositories.
AbstractList Software testing is key for quality assurance of embedded systems. However, with increased development pace, the amount of test results data risks growing to a level where exploration and visualization of the results are unmanageable. This paper covers a tool, Tim, implemented at a company developing embedded systems, where software development occurs in parallel branches and nightly testing is partitioned over software branches, test systems and test cases. Tim aims to replace a previous solution with problems of scalability, requirements and technological flora. Tim was implemented with a reference group over several months. For validation, data were collected both from reference group meetings and logs from the usage of the tool. Data were analyzed quantitatively and qualitatively. The main contributions from the study include the implementation of eight views for test results exploration and visualization, the identification of four solutions patterns for these views (filtering, aggregation, previews and comparisons), as well as six challenges frequently discussed at reference group meetings (expectations, anomalies, navigation, integrations, hardware details and plots). Results are put in perspective with related work and future work is proposed, e.g., enhanced anomaly detection and integrations with more systems such as risk management, source code and requirements repositories.
Author Strandberg, Per Erik
Afzal, Wasif
Sundmark, Daniel
Author_xml – sequence: 1
  givenname: Per Erik
  surname: Strandberg
  fullname: Strandberg, Per Erik
  email: per.strandberg@westermo.com, per.erik.strandberg@mdh.se
  organization: Westermo Network Technologies AB, Mälardalen University
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  givenname: Wasif
  surname: Afzal
  fullname: Afzal, Wasif
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  givenname: Daniel
  surname: Sundmark
  fullname: Sundmark, Daniel
  organization: Mälardalen University
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crossref_primary_10_1016_j_cag_2024_104064
crossref_primary_10_1186_s41239_023_00386_6
crossref_primary_10_1155_2022_4505814
Cites_doi 10.1145/774833.774843
10.1109/AINS.2018.8631436
10.1109/MCG.2016.33
10.1145/3379597.3387482
10.1002/spe.2929
10.1109/ASE.2017.8115668
10.1109/QRS-C51114.2020.00053
10.1002/9781118181034
10.1109/ACCESS.2017.2685629
10.1007/978-3-030-64148-1_26
10.1145/3239235.3239248
10.1145/3239235.3268921
10.1007/978-3-319-06862-6_12
10.1016/j.infsof.2016.07.006
10.1109/ACCESS.2019.2917403
10.1145/3338906.3338931
10.1109/TVCG.2009.111
10.1002/smr.2251
10.1023/B:AIRE.0000045502.10941.a9
10.1109/ISSRE.2016.53
10.1016/j.infsof.2015.05.004
10.1016/j.infsof.2018.01.005
10.1145/3395363.3397359
10.1016/j.csda.2008.11.033
10.1016/j.jss.2018.06.027
10.22215/timreview/1232
10.1007/978-3-030-34968-4_26
10.1109/MS.2017.3571562
10.1007/978-3-642-25676-9_8
10.1201/b10683
10.1109/CSMR-WCRE.2014.6747169
10.1049/sfw2.12030
10.1109/TVCG.2012.213
10.1145/3383219.3383244
10.1109/MS.2008.129
10.1109/BELIV51497.2020.00016
10.1109/MS.2017.34
10.1007/s10664-010-9146-4
10.1191/1478088706qp063oa
10.1145/3213846.3213859
10.1145/3428270
10.1145/1478559.1478597
10.5465/amj.2005.19573102
10.1007/978-3-030-65939-4
10.1109/ISSRE.2016.23
10.1109/MS.2017.30
10.1109/CESI.2013.6618476
10.1109/ESEM.2019.8870192
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References Kalloniatis, M., Luu, C.: The perception of color. In: The Organization of the Retina and Visual System, Webvision (2007)
IvarssonMGorschekTA method for evaluating rigor and industrial relevance of technology evaluationsEmpir. Softw. Eng.201116336539510.1007/s10664-010-9146-4
GarousiVElberzhagerFTest automation: not just for test executionIEEE Softw.2017342909610.1109/MS.2017.34
Brandtner, M., Giger, E., Gall, H.: Supporting continuous integration by mashing-up software quality information. In: Software Evolution Week—IEEE Conference on Software Maintenance, Reengineering, and Reverse Engineering. IEEE (2014)
DiehlSSoftware Visualization: Visualizing the Structure, Behaviour, and Evolution of Software2007BerlinSpringer1116.68025
FernandezABergelAA domain-specific language to visualize software evolutionInf. Softw. Technol.20189811813010.1016/j.infsof.2018.01.005
TukeyJWExploratory Data Analysis1977LondonPearson0409.62003
Borg, M., Brytting, A., Hansson, D.: Enabling visual design verification analytics—from prototype visualizations to ananalytics tool using the unity game engine. In: Proceedings of the Design and Verification Conference Europe (DVCon EU), Munich, Germany (2018)
FroeseM-EToryMLessons learned from designing visualization dashboardsIEEE Comput. Graph. Appl.2016362838910.1109/MCG.2016.33
Ralph, P., Baltes, S., Bianculli, D., Dittrich, Y., Felderer, M., Feldt, R., Filieri, A. Furia,, C.A., Graziotin, D., He, P., et al.: ACM SIGSOFT empirical standards. arXiv preprint arXiv:2010.03525 (2020)
Orso, A., Jones, J., Harrold, M.J.: Visualization of Program-Execution Data for Deployed Software. In: Symposium on Software Visualization. ACM (2003)
Munzner, T.: A nested model for visualization design and validation. IEEE Trans. Vis. Comput. Graph. 15(6) 921–928 (2009)
Strandberg, P.E., Ostrand, T.J., Weyuker, E.J., Sundmark, D., Afzal, W.: Automated test mapping and coverage for network topologies. In: International Symposium on Software Testing and Analysis. ACM (2018)
Staron, M.: Automotive software architectures. Springer (2021). https://doi.org/10.1007/978-3-030-65939-4
BraunVClarkeVUsing thematic analysis in psychologyQual. Res. Psychol.2006327710110.1191/1478088706qp063oa
Hove, S.E., Anda, B.: Experiences from conducting semi-structured interviews in empirical software engineering research. In: International Software Metrics Symposium. IEEE (2005)
Sannö, A., Öberg, A.E., Flores-Garcia, E., Jackson, M.: Increasing the impact of industry—academia collaboration through co-production. Technol. Innov. Manag. Rev. 9(4), 37–47 (2019)
Muruti, G., Rahim, F.A., Bin Ibrahim, Z.-A.: A survey on anomalies detection techniques and measurement methods. In: 2018 IEEE Conference on Application, Information and Network Security (AINS), pp. 81–86. IEEE (2018)
Eldh, S.: Some researcher considerations when conducting empirical studies in industry. In: International Workshop on Conducting Empirical Studies in Industry. IEEE (2013)
LamWWinterSWeiAXieTMarinovDBellJA large-scale longitudinal study of flaky testsProc. ACM Program. Lang.20204OOPSLA12910.1145/3428270
WardMOGrinsteinGKeimDInteractive Data Visualization: Foundations, Techniques, and Applications2010Boca RatonCRC Press10.1201/b10683
RunesonPHöstMRainerARegnellBCase Study Research in Software Engineering: Guidelines and Examples2012New YorkWiley10.1002/9781118181034
SedlmairMMeyerMMunznerTDesign study methodology: reflections from the trenches and the stacksIEEE Trans. Vis. Comput. Graph.201218122431244010.1109/TVCG.2012.213
ZeileisAHornikKMurrellPEscaping RGBland: selecting colors for statistical graphicsComput. Stat. Data Anal.200953932593270275113510.1016/j.csda.2008.11.033
Pinto, G., Miranda, B., Dissanayake, S., d’Amorim, M., Treude, C., Bertolino, A.: What is the vocabulary of flaky tests? In: Proceedings of the 17th International Conference on Mining Software Repositories, pp. 492–502 (2020)
Ball, M., Hardie, F.: Effects and detection of intermittent failures in digital systems. In: Proceedings of the November 18–20, 1969, Fall Joint Computer Conference, pp. 329–335. ACM (1969)
Enoiu, E., Tukseferi, G., Feldt, R.: Towards a model of testers’ cognitive processes: software testing as a problem solving approach. In: 2020 IEEE 20th International Conference on Software Quality, Reliability and Security Companion (QRS-C), pp. 272–279. IEEE (2020)
BriandLBianculliDNejatiSPastoreFSabetzadehMThe case for context-driven software engineering research: generalizability is overratedIEEE Softw.2017345727510.1109/MS.2017.3571562
Strandberg, P.E., Ostrand, T.J., Weyuker, E.J., Afzal, W., Sundmark, D.: Intermittently failing tests in the embedded systems domain. In International Symposium on Software Testing and Analysis, ISSTA 2020. ACM (2020)
VermeulenFOn rigor and relevance: fostering dialectic progress in management researchAcad. Manag. J.200548697898210.5465/amj.2005.19573102
Nilsson, A., Bosch, J., Berger, C.: Visualizing testing activities to support continuous integration: a multiple case study. In: International Conference on Agile Software Development. Springer (2014)
Zhang, X., Xu, Y., Lin, Q., Qiao, B., Zhang, H., Dang, Y., Xie, C., Yang, X., Cheng, Q., Li, Z., et al.: Robust log-based anomaly detection on unstable log data. In: Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering, pp. 807–817 (2019)
HevnerARMarchSTParkJRamSDesign science in information systems researchManag. Inf. Syst. Q.20082816
StrandbergPEAfzalWOstrandTWeyukerESundmarkDAutomated system level regression test prioritization in a nutshellIEEE Softw.201734111010.1109/MS.2017.30
Wang, R., Artho, C., Kristensen, L.M., Stolz, V.: Visualization and abstractions for execution paths in model-based software testing. In: International Conference on Integrated Formal Methods, pp. 474–492. Springer (2019)
HodgeVAustinJA survey of outlier detection methodologiesArtif. Intell. Rev.20042228512610.1023/B:AIRE.0000045502.10941.a9
BjarnasonESmolanderKEngströmERunesonPA theory of distances in software engineeringInf. Softw. Technol.20167020421910.1016/j.infsof.2015.05.004
ShahinMBabarMAZhuLContinuous integration, delivery and deployment: a systematic review on approaches, tools, challenges and practicesIEEE Access201753909394310.1109/ACCESS.2017.2685629
Strandberg, P.E.: Ethical interviews in software engineering. In: International Symposium on Empirical Software Engineering and Measurement (2019)
ZolfaghariBPariziRMSrivastavaGHailemariamYRoot causing, detecting, and fixing flaky tests: state of the art and future roadmapSoftw. Pract. Exp.202151585186710.1002/spe.2929
Ahmad, A., Leifler, O., Sandahl, K.: Data visualisation in continuous integration and delivery: information needs, challenges, and recommendations. IET Softw. (2021). https://doi.org/10.1049/sfw2.12030
CooperWFElectrical control of dangerous machinery and processesJ. Inst. Electr. Eng. Part II Power Eng.19479439216232
Ram, P., Rodríguez, P., Oivo, M., Bagnato, A., Abherve, A., Choraś, M., Kozik, R.: An empirical investigation into industrial use of software metrics programs. In: International Conference on Product-Focused Software Process Improvement, pp. 419–433. Springer (2020)
Ram, P., Rodríguez, P., Oivo, M., Martínez-Fernández, S., Bagnato, A., Choraś, M., Kozik, R., Aaramaa, S., Ahola, M.: Actionable software metrics: an industrial perspective. In: Proceedings of the Evaluation and Assessment in Software Engineering, pp. 240–249. ACM (2020)
Garousi, V., Felderer, M., Kuhrmann, M., Herkiloğlu, K., Eldh, S.: Exploring the industry’s challenges in software testing: an empirical study. J. Softw. Evol. Process 32(8), e2251 (2020)
Parmeza, E.: Experimental evaluation of tools for mining test execution logs. Master’s thesis, Mälardalen University (2020)
Tómasdóttir, K.F., Aniche, M., van Deursen, A.: Why and how javascript developers use linters. In: 2017 32nd IEEE/ACM International Conference on Automated Software Engineering (ASE), pp. 578–589. IEEE (2017)
Fowler, M.: Eradicating non-determinism in tests (blog post). https://www.martinfowler.com/articles/nonDeterminism.html (2011). Online, Accessed 2021-07-05
Martínez-FernándezSVollmerAMJedlitschkaAFranchXLópezLRamPRodríguezPAaramaaSBagnatoAChoraśMPartanenJContinuously assessing and improving software quality with software analytics tools: a case studyIEEE Access20197682196823910.1109/ACCESS.2019.2917403
Rosenberg, C.M., Moonen, L.: Improving problem identification via automated log clustering using dimensionality reduction. In: Proceedings of the 12th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 1–10 (2018)
GarousiVPetersenKOzkanBChallenges and best practices in industry-academia collaborations in software engineering: a systematic literature reviewInf. Softw. Technol.20167910612710.1016/j.infsof.2016.07.006
Ralph, P.: Toward a theory of debiasing software development. In: EuroSymposium on Systems Analysis and Design, pp. 92–105. Springer (2011)
Duraes, J., Madeira, H., Castelhano, J., Duarte, C., Branco, M. C.: Wap: understanding the brain at software debugging. In: 2016 IEEE 27th International Symposium on Software Reliability Engineering (ISSRE), pp. 87–92. IEEE (2016)
Strandberg, P.E., Afzal, W., Sundmark, D.: Decision making and visualizations based on test results. In: International Symposium on Empirical Software Engineering and Measurement (2018)
Sabljakovic, H., Djordjevic, M.: Migrating and Evaluating a Testing Framework from a Dynamically to a Statically Typed Language. Master’s thesis, Mälardalen University (2018)
MerinoLGhafariMAnslowCNierstraszOA systematic literature review of software visualization evaluationJ. Syst. Softw.201814416518010.1016/j.jss.2018.06.027
DeissenboeckFJuergensEHummelBWagnerSPararedaBMYPizkaMTool support for continuous quality controlIEEE Softw.2008255606710.1109/MS.2008.129
Strandberg, P.E., Sundmark, D., Afzal, W., Ostrand, T.J., Weyuker, E.J.: Experience report: automated system
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647_CR32
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647_CR28
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References_xml – reference: ZeileisAHornikKMurrellPEscaping RGBland: selecting colors for statistical graphicsComput. Stat. Data Anal.200953932593270275113510.1016/j.csda.2008.11.033
– reference: Martínez-FernándezSVollmerAMJedlitschkaAFranchXLópezLRamPRodríguezPAaramaaSBagnatoAChoraśMPartanenJContinuously assessing and improving software quality with software analytics tools: a case studyIEEE Access20197682196823910.1109/ACCESS.2019.2917403
– reference: TukeyJWExploratory Data Analysis1977LondonPearson0409.62003
– reference: Muruti, G., Rahim, F.A., Bin Ibrahim, Z.-A.: A survey on anomalies detection techniques and measurement methods. In: 2018 IEEE Conference on Application, Information and Network Security (AINS), pp. 81–86. IEEE (2018)
– reference: DeissenboeckFJuergensEHummelBWagnerSPararedaBMYPizkaMTool support for continuous quality controlIEEE Softw.2008255606710.1109/MS.2008.129
– reference: Sannö, A., Öberg, A.E., Flores-Garcia, E., Jackson, M.: Increasing the impact of industry—academia collaboration through co-production. Technol. Innov. Manag. Rev. 9(4), 37–47 (2019)
– reference: Oppermann, M., Munzner, T.: Data-first visualization design studies. In: 2020 IEEE Workshop on Evaluation and Beyond-Methodological Approaches to Visualization (BELIV), pp. 74–80. IEEE (2020)
– reference: BjarnasonESmolanderKEngströmERunesonPA theory of distances in software engineeringInf. Softw. Technol.20167020421910.1016/j.infsof.2015.05.004
– reference: Enoiu, E., Tukseferi, G., Feldt, R.: Towards a model of testers’ cognitive processes: software testing as a problem solving approach. In: 2020 IEEE 20th International Conference on Software Quality, Reliability and Security Companion (QRS-C), pp. 272–279. IEEE (2020)
– reference: HodgeVAustinJA survey of outlier detection methodologiesArtif. Intell. Rev.20042228512610.1023/B:AIRE.0000045502.10941.a9
– reference: Staron, M.: Automotive software architectures. Springer (2021). https://doi.org/10.1007/978-3-030-65939-4
– reference: Strandberg, P.E., Sundmark, D., Afzal, W., Ostrand, T.J., Weyuker, E.J.: Experience report: automated system level regression test prioritization using multiple factors. In: International symposium on software reliability engineering. IEEE (2016)
– reference: BraunVClarkeVUsing thematic analysis in psychologyQual. Res. Psychol.2006327710110.1191/1478088706qp063oa
– reference: StrandbergPEAfzalWOstrandTWeyukerESundmarkDAutomated system level regression test prioritization in a nutshellIEEE Softw.201734111010.1109/MS.2017.30
– reference: Strandberg, P.E., Ostrand, T.J., Weyuker, E.J., Sundmark, D., Afzal, W.: Automated test mapping and coverage for network topologies. In: International Symposium on Software Testing and Analysis. ACM (2018)
– reference: HevnerARMarchSTParkJRamSDesign science in information systems researchManag. Inf. Syst. Q.20082816
– reference: Strandberg, P.E., Afzal, W., Sundmark, D.: Decision making and visualizations based on test results. In: International Symposium on Empirical Software Engineering and Measurement (2018)
– reference: Ball, M., Hardie, F.: Effects and detection of intermittent failures in digital systems. In: Proceedings of the November 18–20, 1969, Fall Joint Computer Conference, pp. 329–335. ACM (1969)
– reference: Ralph, P.: Toward a theory of debiasing software development. In: EuroSymposium on Systems Analysis and Design, pp. 92–105. Springer (2011)
– reference: Kalloniatis, M., Luu, C.: The perception of color. In: The Organization of the Retina and Visual System, Webvision (2007)
– reference: FernandezABergelAA domain-specific language to visualize software evolutionInf. Softw. Technol.20189811813010.1016/j.infsof.2018.01.005
– reference: Sabljakovic, H., Djordjevic, M.: Migrating and Evaluating a Testing Framework from a Dynamically to a Statically Typed Language. Master’s thesis, Mälardalen University (2018)
– reference: Garousi, V., Felderer, M., Kuhrmann, M., Herkiloğlu, K., Eldh, S.: Exploring the industry’s challenges in software testing: an empirical study. J. Softw. Evol. Process 32(8), e2251 (2020)
– reference: Wang, R., Artho, C., Kristensen, L.M., Stolz, V.: Visualization and abstractions for execution paths in model-based software testing. In: International Conference on Integrated Formal Methods, pp. 474–492. Springer (2019)
– reference: MerinoLGhafariMAnslowCNierstraszOA systematic literature review of software visualization evaluationJ. Syst. Softw.201814416518010.1016/j.jss.2018.06.027
– reference: Munzner, T.: A nested model for visualization design and validation. IEEE Trans. Vis. Comput. Graph. 15(6) 921–928 (2009)
– reference: Parmeza, E.: Experimental evaluation of tools for mining test execution logs. Master’s thesis, Mälardalen University (2020)
– reference: SedlmairMMeyerMMunznerTDesign study methodology: reflections from the trenches and the stacksIEEE Trans. Vis. Comput. Graph.201218122431244010.1109/TVCG.2012.213
– reference: Strandberg, P.E.: Ethical interviews in software engineering. In: International Symposium on Empirical Software Engineering and Measurement (2019)
– reference: Nilsson, A., Bosch, J., Berger, C.: Visualizing testing activities to support continuous integration: a multiple case study. In: International Conference on Agile Software Development. Springer (2014)
– reference: Ralph, P., Baltes, S., Bianculli, D., Dittrich, Y., Felderer, M., Feldt, R., Filieri, A. Furia,, C.A., Graziotin, D., He, P., et al.: ACM SIGSOFT empirical standards. arXiv preprint arXiv:2010.03525 (2020)
– reference: FroeseM-EToryMLessons learned from designing visualization dashboardsIEEE Comput. Graph. Appl.2016362838910.1109/MCG.2016.33
– reference: Rosenberg, C.M., Moonen, L.: Improving problem identification via automated log clustering using dimensionality reduction. In: Proceedings of the 12th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement, pp. 1–10 (2018)
– reference: RunesonPHöstMRainerARegnellBCase Study Research in Software Engineering: Guidelines and Examples2012New YorkWiley10.1002/9781118181034
– reference: GarousiVPetersenKOzkanBChallenges and best practices in industry-academia collaborations in software engineering: a systematic literature reviewInf. Softw. Technol.20167910612710.1016/j.infsof.2016.07.006
– reference: VermeulenFOn rigor and relevance: fostering dialectic progress in management researchAcad. Manag. J.200548697898210.5465/amj.2005.19573102
– reference: GarousiVElberzhagerFTest automation: not just for test executionIEEE Softw.2017342909610.1109/MS.2017.34
– reference: Eldh, S.: Some researcher considerations when conducting empirical studies in industry. In: International Workshop on Conducting Empirical Studies in Industry. IEEE (2013)
– reference: Orso, A., Jones, J., Harrold, M.J.: Visualization of Program-Execution Data for Deployed Software. In: Symposium on Software Visualization. ACM (2003)
– reference: Pinto, G., Miranda, B., Dissanayake, S., d’Amorim, M., Treude, C., Bertolino, A.: What is the vocabulary of flaky tests? In: Proceedings of the 17th International Conference on Mining Software Repositories, pp. 492–502 (2020)
– reference: DiehlSSoftware Visualization: Visualizing the Structure, Behaviour, and Evolution of Software2007BerlinSpringer1116.68025
– reference: CooperWFElectrical control of dangerous machinery and processesJ. Inst. Electr. Eng. Part II Power Eng.19479439216232
– reference: Ram, P., Rodríguez, P., Oivo, M., Bagnato, A., Abherve, A., Choraś, M., Kozik, R.: An empirical investigation into industrial use of software metrics programs. In: International Conference on Product-Focused Software Process Improvement, pp. 419–433. Springer (2020)
– reference: Hove, S.E., Anda, B.: Experiences from conducting semi-structured interviews in empirical software engineering research. In: International Software Metrics Symposium. IEEE (2005)
– reference: LamWWinterSWeiAXieTMarinovDBellJA large-scale longitudinal study of flaky testsProc. ACM Program. Lang.20204OOPSLA12910.1145/3428270
– reference: Brandtner, M., Giger, E., Gall, H.: Supporting continuous integration by mashing-up software quality information. In: Software Evolution Week—IEEE Conference on Software Maintenance, Reengineering, and Reverse Engineering. IEEE (2014)
– reference: Ahmad, A., Leifler, O., Sandahl, K.: Data visualisation in continuous integration and delivery: information needs, challenges, and recommendations. IET Softw. (2021). https://doi.org/10.1049/sfw2.12030
– reference: Zhang, X., Xu, Y., Lin, Q., Qiao, B., Zhang, H., Dang, Y., Xie, C., Yang, X., Cheng, Q., Li, Z., et al.: Robust log-based anomaly detection on unstable log data. In: Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering, pp. 807–817 (2019)
– reference: Ram, P., Rodríguez, P., Oivo, M., Martínez-Fernández, S., Bagnato, A., Choraś, M., Kozik, R., Aaramaa, S., Ahola, M.: Actionable software metrics: an industrial perspective. In: Proceedings of the Evaluation and Assessment in Software Engineering, pp. 240–249. ACM (2020)
– reference: Strandberg, P.E., Ostrand, T.J., Weyuker, E.J., Afzal, W., Sundmark, D.: Intermittently failing tests in the embedded systems domain. In International Symposium on Software Testing and Analysis, ISSTA 2020. ACM (2020)
– reference: Duraes, J., Madeira, H., Castelhano, J., Duarte, C., Branco, M. C.: Wap: understanding the brain at software debugging. In: 2016 IEEE 27th International Symposium on Software Reliability Engineering (ISSRE), pp. 87–92. IEEE (2016)
– reference: ZolfaghariBPariziRMSrivastavaGHailemariamYRoot causing, detecting, and fixing flaky tests: state of the art and future roadmapSoftw. Pract. Exp.202151585186710.1002/spe.2929
– reference: IvarssonMGorschekTA method for evaluating rigor and industrial relevance of technology evaluationsEmpir. Softw. Eng.201116336539510.1007/s10664-010-9146-4
– reference: Borg, M., Brytting, A., Hansson, D.: Enabling visual design verification analytics—from prototype visualizations to ananalytics tool using the unity game engine. In: Proceedings of the Design and Verification Conference Europe (DVCon EU), Munich, Germany (2018)
– reference: WardMOGrinsteinGKeimDInteractive Data Visualization: Foundations, Techniques, and Applications2010Boca RatonCRC Press10.1201/b10683
– reference: ShahinMBabarMAZhuLContinuous integration, delivery and deployment: a systematic review on approaches, tools, challenges and practicesIEEE Access201753909394310.1109/ACCESS.2017.2685629
– reference: Tómasdóttir, K.F., Aniche, M., van Deursen, A.: Why and how javascript developers use linters. In: 2017 32nd IEEE/ACM International Conference on Automated Software Engineering (ASE), pp. 578–589. IEEE (2017)
– reference: Fowler, M.: Eradicating non-determinism in tests (blog post). https://www.martinfowler.com/articles/nonDeterminism.html (2011). Online, Accessed 2021-07-05
– reference: BriandLBianculliDNejatiSPastoreFSabetzadehMThe case for context-driven software engineering research: generalizability is overratedIEEE Softw.2017345727510.1109/MS.2017.3571562
– ident: 647_CR32
  doi: 10.1145/774833.774843
– ident: 647_CR29
  doi: 10.1109/AINS.2018.8631436
– volume: 36
  start-page: 83
  issue: 2
  year: 2016
  ident: 647_CR16
  publication-title: IEEE Comput. Graph. Appl.
  doi: 10.1109/MCG.2016.33
– volume: 28
  start-page: 6
  issue: 1
  year: 2008
  ident: 647_CR20
  publication-title: Manag. Inf. Syst. Q.
– ident: 647_CR34
  doi: 10.1145/3379597.3387482
– volume: 51
  start-page: 851
  issue: 5
  year: 2021
  ident: 647_CR59
  publication-title: Softw. Pract. Exp.
  doi: 10.1002/spe.2929
– ident: 647_CR52
  doi: 10.1109/ASE.2017.8115668
– ident: 647_CR13
  doi: 10.1109/QRS-C51114.2020.00053
– volume-title: Case Study Research in Software Engineering: Guidelines and Examples
  year: 2012
  ident: 647_CR40
  doi: 10.1002/9781118181034
– ident: 647_CR36
– volume-title: Software Visualization: Visualizing the Structure, Behaviour, and Evolution of Software
  year: 2007
  ident: 647_CR10
– volume: 5
  start-page: 3909
  year: 2017
  ident: 647_CR44
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2017.2685629
– ident: 647_CR37
  doi: 10.1007/978-3-030-64148-1_26
– ident: 647_CR39
  doi: 10.1145/3239235.3239248
– ident: 647_CR41
– ident: 647_CR48
  doi: 10.1145/3239235.3268921
– ident: 647_CR30
  doi: 10.1007/978-3-319-06862-6_12
– volume: 79
  start-page: 106
  year: 2016
  ident: 647_CR19
  publication-title: Inf. Softw. Technol.
  doi: 10.1016/j.infsof.2016.07.006
– ident: 647_CR24
– volume: 7
  start-page: 68219
  year: 2019
  ident: 647_CR26
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2019.2917403
– ident: 647_CR58
  doi: 10.1145/3338906.3338931
– ident: 647_CR28
  doi: 10.1109/TVCG.2009.111
– ident: 647_CR18
  doi: 10.1002/smr.2251
– volume: 22
  start-page: 85
  issue: 2
  year: 2004
  ident: 647_CR21
  publication-title: Artif. Intell. Rev.
  doi: 10.1023/B:AIRE.0000045502.10941.a9
– ident: 647_CR11
  doi: 10.1109/ISSRE.2016.53
– volume: 70
  start-page: 204
  year: 2016
  ident: 647_CR3
  publication-title: Inf. Softw. Technol.
  doi: 10.1016/j.infsof.2015.05.004
– volume: 98
  start-page: 118
  year: 2018
  ident: 647_CR14
  publication-title: Inf. Softw. Technol.
  doi: 10.1016/j.infsof.2018.01.005
– ident: 647_CR49
  doi: 10.1145/3395363.3397359
– volume: 53
  start-page: 3259
  issue: 9
  year: 2009
  ident: 647_CR57
  publication-title: Comput. Stat. Data Anal.
  doi: 10.1016/j.csda.2008.11.033
– volume: 144
  start-page: 165
  year: 2018
  ident: 647_CR27
  publication-title: J. Syst. Softw.
  doi: 10.1016/j.jss.2018.06.027
– ident: 647_CR42
  doi: 10.22215/timreview/1232
– ident: 647_CR55
  doi: 10.1007/978-3-030-34968-4_26
– ident: 647_CR15
– volume: 34
  start-page: 72
  issue: 5
  year: 2017
  ident: 647_CR7
  publication-title: IEEE Softw.
  doi: 10.1109/MS.2017.3571562
– volume: 94
  start-page: 216
  issue: 39
  year: 1947
  ident: 647_CR8
  publication-title: J. Inst. Electr. Eng. Part II Power Eng.
– ident: 647_CR35
  doi: 10.1007/978-3-642-25676-9_8
– volume-title: Interactive Data Visualization: Foundations, Techniques, and Applications
  year: 2010
  ident: 647_CR56
  doi: 10.1201/b10683
– ident: 647_CR5
  doi: 10.1109/CSMR-WCRE.2014.6747169
– ident: 647_CR1
  doi: 10.1049/sfw2.12030
– volume: 18
  start-page: 2431
  issue: 12
  year: 2012
  ident: 647_CR43
  publication-title: IEEE Trans. Vis. Comput. Graph.
  doi: 10.1109/TVCG.2012.213
– ident: 647_CR38
  doi: 10.1145/3383219.3383244
– volume: 25
  start-page: 60
  issue: 5
  year: 2008
  ident: 647_CR9
  publication-title: IEEE Softw.
  doi: 10.1109/MS.2008.129
– ident: 647_CR31
  doi: 10.1109/BELIV51497.2020.00016
– volume: 34
  start-page: 90
  issue: 2
  year: 2017
  ident: 647_CR17
  publication-title: IEEE Softw.
  doi: 10.1109/MS.2017.34
– volume: 16
  start-page: 365
  issue: 3
  year: 2011
  ident: 647_CR23
  publication-title: Empir. Softw. Eng.
  doi: 10.1007/s10664-010-9146-4
– volume: 3
  start-page: 77
  issue: 2
  year: 2006
  ident: 647_CR6
  publication-title: Qual. Res. Psychol.
  doi: 10.1191/1478088706qp063oa
– ident: 647_CR22
– volume-title: Exploratory Data Analysis
  year: 1977
  ident: 647_CR53
– ident: 647_CR50
  doi: 10.1145/3213846.3213859
– ident: 647_CR33
– volume: 4
  start-page: 1
  issue: OOPSLA
  year: 2020
  ident: 647_CR25
  publication-title: Proc. ACM Program. Lang.
  doi: 10.1145/3428270
– ident: 647_CR2
  doi: 10.1145/1478559.1478597
– volume: 48
  start-page: 978
  issue: 6
  year: 2005
  ident: 647_CR54
  publication-title: Acad. Manag. J.
  doi: 10.5465/amj.2005.19573102
– ident: 647_CR45
  doi: 10.1007/978-3-030-65939-4
– ident: 647_CR4
– ident: 647_CR51
  doi: 10.1109/ISSRE.2016.23
– volume: 34
  start-page: 1
  issue: 1
  year: 2017
  ident: 647_CR47
  publication-title: IEEE Softw.
  doi: 10.1109/MS.2017.30
– ident: 647_CR12
  doi: 10.1109/CESI.2013.6618476
– ident: 647_CR46
  doi: 10.1109/ESEM.2019.8870192
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SubjectTerms Anomalies
Computer Science
Embedded systems
Exploration
Meetings
Quality assurance
Risk management
Software
Software development
Software Engineering
Software Engineering/Programming and Operating Systems
Software testing
Source code
Test results
Theory of Computation
Visual analytics
Visualization
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Volume 24
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