publication . Conference object . Other literature type . 2019

PathMiner: A library for mining of path-based representations of code

Kovalenko, Vladimir; Bogomolov, Egor; Bryksin, Timofey; Bacchelli, Alberto;
Open Access English
  • Published: 15 Mar 2019
  • Publisher: IEEE
  • Country: Netherlands
Abstract
One recent, significant advance in modeling source code for machine learning algorithms has been the introduction of path-based representation -- an approach consisting in representing a snippet of code as a collection of paths from its syntax tree. Such representation efficiently captures the structure of code, which, in turn, carries its semantics and other information.<br> Building the path-based representation involves parsing the code and extracting the paths from its syntax tree; these steps build up to a substantial technical job. With no common reusable toolkit existing for this task, the burden of mining diverts the focus of researchers from the essenti...
Subjects
free text keywords: Ast path, Code2Vec, Machine learning on code, Mining tool, Path based representation
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TU Delft Repository
Conference object . 2019
Provider: NARCIS
Zenodo
Other literature type . 2019
Provider: Datacite
ZENODO
Conference object . 2019
Provider: ZENODO
Zenodo
Other literature type . 2019
Provider: Datacite
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