Embedding Java Classes with code2vec: Improvements from Variable Obfuscation

Automatic source code analysis in key areas of software engineering, such as code security, can benefit from Machine Learning (ML). However, many standard ML approaches require a numeric representation of data and cannot be applied directly to source code. Thus, to enable ML, we need to embed source...

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Veröffentlicht in:	arXiv.org 2020-04
Hauptverfasser:	Compton, Rhys, Frank, Eibe, Patros, Panos, Koay, Abigail
Format:	Artikel
Sprache:	eng
Schlagworte:	Collection Computer Science - Learning Computer Science - Programming Languages Computer Science - Software Engineering Embedding Experimentation Machine learning Mathematical models Names Semantics Software engineering Source code Statistics - Machine Learning
Online-Zugang:	Volltext
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