• Early detection of network attacks using deep learningAhmad, Tanwir; Truscan, Dragos; Vain, Jüri; Porres, Ivan2022 IEEE 15th International Conference on Software Testing, Verification andValidation Workshops : ICSTW 2022, 4–13 April 2022, Virtual Event : proceedings2022 / p. 30-39 https://doi.org/10.1109/ICSTW55395.2022.00020 https://arxiv.org/pdf/2201.11628.pdf
• EARLY: a tool for real-time security attack detectionAhmad, Tanwir; Truscan, Dragos; Vain, JüriCyberSecurity in a DevOps Environment: From Requirements to Monitoring2024 / p. 225-251 https://doi.org/10.1007/978-3-031-42212-6_8 https://www.scopus.com/record/display.uri?eid=2-s2.0-85194996402&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1007%2F978-3-031-42212-6_8%29&sessionSearchId=0b9f9fcd32592ba1f53a2482eaa5a072&relpos=0
• Iterative optimization of hyperparameter-based metamorphic transformationsSudheerbabu, Gaadha; Ahmad, Tanwir; Truscan, Dragos; Vain, Jüri; Porres, Ivan2024 IEEE International Conference on Software Testing, Verification and Validation Workshops (ICSTW)2024 / p. 13-20 https://doi.org/10.1109/ICSTW60967.2024.00016 https://www.scopus.com/record/display.uri?eid=2-s2.0-85205970945&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1109%2FICSTW60967.2024.00016%29&relpos=0 https://www.webofscience.com/wos/woscc/full-record/WOS:001325256800003
• Metamorphic testing for verification and fault localization in industrial control systemsSudheerbabu, Gaadha; Ahmad, Tanwir; Truscan, Dragos; Vain, JüriCyberSecurity in a DevOps Environment: From Requirements to Monitoring2023 / p. 127 - 159 https://doi.org/10.1007/978-3-031-42212-6_5 https://www.scopus.com/record/display.uri?eid=2-s2.0-85195008338&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1007%2F978-3-031-42212-6_5%29&sessionSearchId=971b6d536926a71d00c3665b57fa29cc&relpos=0
• Preliminary results in using attention for increasing attack identification efficiencyAhmad, Tanwir; Truscan, Dragos; Vain, Juri2023 IEEE 16th International Conferenceon Software Testing, Verification andValidation Workshops, ICSTW 2023, 16-20 April 2023, Dublin, Ireland, Proceedings2023 / p. 159 - 164 https://doi.org/10.1109/ICSTW58534.2023.00038
• A two-phase metamorphic approach for testing industrial control systemsSudheerbabu, Gaadha; Ahmad, Tanwir; Sebek, Filip; Truscan, Dragos; Vain, Jüri; Porres, Ivan2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA) : proceedings2022 / 4 p https://doi.org/10.1109/ETFA52439.2022.9921439