A well-documented architecture can greatly improve comprehension and maintainability. However, shorter release cycles and quick delivery patterns results in negligence of architecture. In such situations, the architecture can be recovered from its current implementation based on considering dependency relations. In literature, structural and semantic dependencies are commonly used software features, and directory information along with co-change/change history information are among rarely utilised software features. But, they are found to help improve architecture recovery. Therefore, we consider investigating various features that may further improve the accuracy of existing architecture recovery techniques and evaluate their feasibility by considering them in different pairs. We compared five state-of-the-art methods under different feature subsets. We identified that two of them commonly outperform others but surprisingly with low accuracy in some evaluations. Further, we propose a new subset of features that reflects more accurate user perceptions and hence, results in improving the accuracy of architecture recovery techniques.

Manish Ritwik celebrated for over 24 years of industry experience

Ipek Ozkaya, Principal Researcher and Technical Director of the Engineering Intelligent Software Systems group at the Software Engineering Institute, Carnegie Mellon, discusses generative AI for Software Architecture with SE Radio host Priyanka Raghavan. The episode delves into fundamental definitions of software architecture and explores use cases in which gen AI can enhance architecture activities. The conversation spans from straightforward to challenging scenarios and highlights examples of relevant tooling. The episode concludes with insights on verifying the correctness of output for software architecture prompts and future trends in this domain. Brought to you by IEEE Computer Society and IEEE Software magazine.

A conversation that started at OOW16 grew into a community group focused on exploring and mastering how modern software architecture - including micro services and APIs - can serve the evolving needs of today's enterprises. Group members discuss the issues and technologies in this podcast.

Like almost any question about AI, “How does AI impact software architecture?” has two sides to it: how AI changes the practice of software architecture and how AI changes the things we architect. These questions are coupled; one can’t really be discussed without the other. But to jump to the conclusion, we can say that […]

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