Assessment Reliability for Open-Source Software using Probabilistic Models and Marine Predators Algorithm
Ramadan, I., Harb, H., Mousa, H., Malhat, M. (2023). Assessment Reliability for Open-Source Software using Probabilistic Models and Marine Predators Algorithm. EKB Journal Management System, 10(1), 18-35. doi: 10.21608/ijci.2022.151916.1080
Islam Ramadan; Hany M. Harb; Hamdy Mousa; Mohamed Malhat. "Assessment Reliability for Open-Source Software using Probabilistic Models and Marine Predators Algorithm". EKB Journal Management System, 10, 1, 2023, 18-35. doi: 10.21608/ijci.2022.151916.1080
Ramadan, I., Harb, H., Mousa, H., Malhat, M. (2023). 'Assessment Reliability for Open-Source Software using Probabilistic Models and Marine Predators Algorithm', EKB Journal Management System, 10(1), pp. 18-35. doi: 10.21608/ijci.2022.151916.1080
Ramadan, I., Harb, H., Mousa, H., Malhat, M. Assessment Reliability for Open-Source Software using Probabilistic Models and Marine Predators Algorithm. EKB Journal Management System, 2023; 10(1): 18-35. doi: 10.21608/ijci.2022.151916.1080

Assessment Reliability for Open-Source Software using Probabilistic Models and Marine Predators Algorithm

IJCI. International Journal of Computers and Information
Article 3, Volume 10, Issue 1, January 2023, Page 18-35  XML PDF (1.08 MB)
Document Type: Original Article
DOI: 10.21608/ijci.2022.151916.1080
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Authors
Islam Ramadan email 1; Hany M. Harb2; Hamdy Mousaorcid 3; Mohamed Malhatorcid 3
1Computer Science department, Faculty of Information Technology, Misr university for Science and Technology
2Computer Science Department, Faculty of Information Technology, Misr University for Science and Technology
3CS Dept., Faculty of Computers and Information, Menoufia University
Abstract
With the advancement of technology today, computer software has a high effect in different areas of our life. In particular open-source software is used by many software companies because it helps them to create their new software without implementing it from scratch. Therefore, the quality of open-source software is a significant issue and one of the most popular research topics in the literature. Checking software reliability during the development cycle is an indicator of releasing the software or not. In this paper, we propose to use Marine Predators Algorithm with six probabilistic models for assessing reliability more accurately. We select three versions of a standard dataset for GNU’s Not Unix Network Object Model Environment projects. We compare the implemented models by three evaluation criteria: mean square error, sum of square error, and reliability. The results for all versions of the dataset show that SRGM-5 is based on the methodology of imperfect debugging estimates the most accurate reliability results in terms of mean square error and sum of square error.
Keywords
Software reliability; Probabilistic models; Marine Predators Algorithm; Open-source software
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