Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Mathematical foundations based statistical modeling of software source code for software system evolution Subject The topic of the resource Bidirection encoders transformers; Knowledge graphs; Requirements management; Software development; Transfer learning Description An account of the resource Source code is the heart of the software systems; it holds a wealth of knowledge that can be tapped for intelligent software systems and leverage the possibilities of reuse of the software. In this work, exploration revolves around making use of the pattern hidden in various software development processes and artifacts. This module is part of the smart requirements management system that is intended to be built. This system will have multiple modules to make the software requirements management phase more secure from vulnerabilities. Some of the critical challenges bothering the software development community are discussed. The background of Machine Learning approaches and their application in software development practices are explored. Some of the work done around modeling the source code and approaches used for vulnerabilities understanding in software systems are reviewed. Program representation is explored to understand some of the principles that would help in understanding the subject well. Further deeper dive into source code modeling possibilities are explored. Machine learning best practices are explored inline with the software source code modeling. 2022 the Author(s), licensee AIMS Press. Creator An entity primarily responsible for making the resource Althar R.R.; Alahmadi A.; Samanta D.; Khan M.Z.; Alahmadi A.H. Source A related resource from which the described resource is derived Mathematical Biosciences and Engineering, Vol-19, No. 4, pp. 3701-3719. Publisher An entity responsible for making the resource available American Institute of Mathematical Sciences Date A point or period of time associated with an event in the lifecycle of the resource 2022-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.3934/mbe.2022170" target="_blank" rel="noreferrer noopener">https://doi.org/10.3934/mbe.2022170</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85124794243&amp;doi=10.3934%2Fmbe.2022170&amp;partnerID=40&amp;md5=57925132fd06f3bc9a526f681401319f" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85124794243&amp;doi=10.3934%2fmbe.2022170&amp;partnerID=40&amp;md5=57925132fd06f3bc9a526f681401319f</a> Rights Information about rights held in and over the resource All Open Access; Gold Open Access Relation A related resource ISSN: 15471063; PubMed ID: 35341270 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Althar R.R., Department of Data Science, CHRIST University, Karnataka, Bangalore, India, QMS, First American India Private Ltd., Karnataka, Bangalore, India; Alahmadi A., Department of Computer Science and Information, Taibah University, Madinah, Saudi Arabia; Samanta D., Department of Computer Science, CHRIST University, Bangalore, India; Khan M.Z., Department of Computer Science and Information, Taibah University, Madinah, Saudi Arabia; Alahmadi A.H., Department of Computer Science and Information, Taibah University, Madinah, Saudi Arabia