Kontaktujte nás | Jazyk: čeština English
dc.title | Robot testing from a machine learning perspective | en |
dc.contributor.author | Yadav, Vinod | |
dc.contributor.author | Botchway, Raphael Kwaku | |
dc.contributor.author | Šenkeřík, Roman | |
dc.contributor.author | Komínková Oplatková, Zuzana | |
dc.relation.ispartof | International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 | |
dc.identifier.isbn | 978-1-66544-231-2 | |
dc.date.issued | 2021 | |
dc.citation.spage | 856 | |
dc.citation.epage | 859 | |
dc.event.title | 2021 International Conference on Electrical, Computer, and Energy Technologies, ICECET 2021 | |
dc.event.location | Cape Town | |
utb.event.state-en | South Africa | |
utb.event.state-cs | Jihoafrická republika | |
dc.event.sdate | 2021-12-09 | |
dc.event.edate | 2021-12-10 | |
dc.type | conferenceObject | |
dc.language.iso | en | |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
dc.identifier.doi | 10.1109/ICECET52533.2021.9698727 | |
dc.relation.uri | https://ieeexplore.ieee.org/document/9698727 | |
dc.subject | automation | en |
dc.subject | big data | en |
dc.subject | machine learning | en |
dc.subject | robotic testing | en |
dc.subject | test automation | en |
dc.description.abstract | The need to scale software test automation while managing the test automation process within a reasonable time frame remains a crucial challenge for software development teams (DevOps). Unlike hardware, the software cannot wear out but can fail to satisfy the functional requirements it is supposed to meet due to the defects observed during system operation. In this era of big data, DevOps teams can deliver better and efficient code by utilizing machine learning (ML) to scan their new codes and identify test coverage gaps. This study introduces robot testing and machine learning to manage the test automation process to guarantee software reliability and quality within a reasonable timeframe. | en |
utb.faculty | Faculty of Applied Informatics | |
dc.identifier.uri | http://hdl.handle.net/10563/1010942 | |
utb.identifier.obdid | 43883402 | |
utb.identifier.scopus | 2-s2.0-85127759498 | |
utb.identifier.wok | 000814669100144 | |
utb.source | d-scopus | |
dc.date.accessioned | 2022-04-14T07:07:43Z | |
dc.date.available | 2022-04-14T07:07:43Z | |
dc.description.sponsorship | Univerzita Tomáše Bati ve Zlíně: IGA/CebiaTech/2021/001 | |
dc.description.sponsorship | Internal Grant Agency of the Tomas Bata University in Zlin [IGA/CebiaTech/2021/001]; Faculty of Applied Informatics, Tomas Bata University in Zlin | |
utb.contributor.internalauthor | Yadav, Vinod | |
utb.contributor.internalauthor | Botchway, Raphael Kwaku | |
utb.contributor.internalauthor | Šenkeřík, Roman | |
utb.contributor.internalauthor | Komínková Oplatková, Zuzana | |
utb.fulltext.affiliation | Vinod Yadav1* Faculty of Applied Informatics Tomas Bata University in Zlin Nam T.G. Masaryka 5555, 760 01 Zlin, Czech Republic vyadav@utb.cz Raphael Kwaku Botchway2 Faculty of Applied Informatics Tomas Bata University in Zlin Nam T.G. Masaryka 5555, 760 01 Zlin, Czech Republic botchway@utb.cz Roman Senkerik3 Faculty of Applied Informatics Tomas Bata University in Zlin Nam T.G. Masaryka 5555, 760 01 Zlin, Czech Republic senkerik@utb.cz Zuzana Oplatkova Kominkova4 Faculty of Applied Informatics Tomas Bata University in Zlin Nam T.G. Masaryka 5555, 760 01 Zlin, Czech Republic oplatkova@utb.cz | |
utb.fulltext.dates | - | |
utb.fulltext.references | [1] Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., ... & Bengio, Y. (2014). Generative adversarial nets. Advances in neural information processing systems, 27. [2] Guo, X. (2021, June). Towards Automated Software Testing with Generative Adversarial Networks. In 2021 51st Annual IEEE/IFIP International Conference on Dependable Systems and NetworksSupplemental Volume (DSN-S) (pp. 21-22). IEEE. [3] Gojare, S., Joshi, R., & Gaigaware, D. (2015). Analysis and design of selenium webdriver automation testing framework. Procedia Computer Science, 50, 341-346. [4] Beck, K. (2003). Test-driven development: by example. Addison-Wesley Professional. [5] Bihlmaier, A., & Wörn, H. (2014, October). Robot unit testing. In International Conference on Simulation, Modeling, and Programming for Autonomous Robots (pp. 255-266). Springer, Cham. [6] Stouky, A., Jaoujane, B., Daoudi, R., & Chaoui, H. (2017, November). Improving software automation testing using jenkins, and machine learning under big data. In International Conference on Big Data Technologies and Applications (pp. 87-96). Springer, Cham. [7] Marale, P. S., & Chandavale, A. A. (2018). Implementation of REST API Automation for Interaction Center. In Intelligent Computing and Information and Communication (pp. 273-277). Springer, Singapore. [8] Shi, Chunhe, et al. "Machine learning under big data." 6th International Conference on Electronic, Mechanical, Information and Management Society. Atlantis Press, 2016. | |
utb.fulltext.sponsorship | This work was supported by the Internal Grant Agency of the Tomas Bata University in Zlin, under the project number IGA/CebiaTech/2021/001. The resources of A.I. Lab further supported the work at the Faculty of Applied Informatics, Tomas Bata University in Zlin (ailab.fai.utb.cz). | |
utb.wos.affiliation | [Yadav, Vinod; Botchway, Raphael Kwaku; Senkerik, Roman; Kominkova, Zuzana Oplatkova] Tomas Bata Univ Zlin, Fac Appl Informat, Nam TG Masaryka 5555, Zlin 76001, Czech Republic | |
utb.scopus.affiliation | Tomas Bata University in Zlin, Faculty of Applied Informatics, Zlin, 76001, Czech Republic | |
utb.fulltext.projects | IGA/CebiaTech/2021/001 | |
utb.fulltext.faculty | Faculty of Applied Informatics | |
utb.fulltext.ou | - |