Automatic Structure Discovery for Large Source Code
Sarge Rogatch
Broschiertes Buch

Automatic Structure Discovery for Large Source Code

Hierarchical clustering of source code for nested decomposition of software systems into subsystems

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In this work we attempt to infer software architecture from source code automatically. We have studied and used unsupervised learning methods for this, namely clustering. The state of the art source code (structure) analysis methods and tools were explored, and the ongoing research in software reverse architecting was studied. Graph clustering based on minimum cut trees is a recent algorithm which satisfies strong theoretical criteria and performs well in practice, in terms of both speed and accuracy. Its successful applications in the domain of Web and citation graphs were reported. To our kn...