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 Book Chapter Book Chapter Faculty Publications- Book Chapter 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 BERT-Based Secure and Smart Management System for Processing Software Development Requirements from Security Perspective Subject The topic of the resource Bidirectional encoder transformers; Knowledge graphs; Requirements management; Software development; Transfer learning Description An account of the resource Software requirements management is the first and essential stage for software development practices, from all perspectives, including the security of software systems. Work here focuses on enabling software requirements managers with all the information to help build streamlined software requirements. The focus is on ensuring security which is addressed in the requirements management phase rather than leaving it late in the software development phases. The approach is proposed to combine useful knowledge sources like customer conversation, industry best practices, and knowledge hidden within the software development processes. The financial domain and agile models of development are considered as the focus area for the study. Bidirectional encoder representation from transformers (BERT) is used in the proposed architecture to utilize its language understanding capabilities. Knowledge graph capabilities are explored to bind together the knowledge around industry sources for security practices and vulnerabilities. These information sources are being used to ensure that the requirements management team is updated with critical information. The architecture proposed is validated in light of the financial domain that is scoped for this proposal. Transfer learning is also explored to manage and reduce the need for expensive learning expected by these machine learning and deep learning models. This work will pave the way to integrate software requirements management practices with the data science practices leveraging the information available in the software development ecosystem for better requirements management. 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. Creator An entity primarily responsible for making the resource Althar R.R.; Samanta D. Source A related resource from which the described resource is derived Lecture Notes on Data Engineering and Communications Technologies, Vol-132, pp. 427-440. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH 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/10.1007/978-981-19-2347-0_34" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-19-2347-0_34</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85135528300&amp;doi=10.1007%2F978-981-19-2347-0_34&amp;partnerID=40&amp;md5=5765a230680bc8aa7c648132b312832e" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85135528300&amp;doi=10.1007%2f978-981-19-2347-0_34&amp;partnerID=40&amp;md5=5765a230680bc8aa7c648132b312832e</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23674512 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 Book chapter 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., Data Science Department, CHRIST (Deemed to be University), Karnataka, Bangalore, India, Specialist-QMS, First American India Private Ltd., Karnataka, Bangalore, India; Samanta D., Department of Computer Science, CHRIST (Deemed to be) University, Karnataka, Bangalore, India