- author = "Vicente Illanes and Alexandre Bergel",
- title = "Generating Objected-Oriented Source Code Using Genetic Programming",
- booktitle = "GI @ ICSE 2021",
- year = "2021",
- month = "30 " # may,
- editor = "Justyna Petke and Bobby R. Bruce and Yu Huang and Aymeric Blot and Westley Weimer and W. B. Langdon",
- publisher = "IEEE",
- address = "internet",
- pages = "45--50",
- keywords = "genetic algorithms, genetic programming, genetic improvement, OOP, Pharo, Spy profiling framework, AST",
- isbn13 = "978-1-6654-4466-8/21",
- bibdate = "2021-08-03",
-
bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/gi-ws/gi-ws2021.html#IllanesB21
- URL = "
https://geneticimprovementofsoftware.com/paper_pdfs/gi2021icse/illanes_gi-icse_2021.pdf",
- URL = "
http://bergel.eu/MyPapers/Illa21a-GP.pdf",
- video_url = "
https://www.youtube.com/watch?v=PMPm-jpdg6U&list=PLI8fiFpB7BoKDaxvS7SQp0iA7fN7rrvDD&index=19",
- video_url = "
https://www.youtube.com/watch?v=0KOJqrYrgCc&list=PLI8fiFpB7BoKDaxvS7SQp0iA7fN7rrvDD&index=20",
- video_url = "
https://www.youtube.com/watch?v=oOxhBdc8FT4&list=PLXTjhGKkSnI-se7uQneCX-pEDiDrQ7TIS&index=5",
- DOI = "
doi:10.1109/GI52543.2021.00019",
- size = "6 pages",
- abstract = "Using machine learning to generate source code is an active and highly important research area. In particular,it has been shown that genetic programming (GP) efficiently contributes to software repair. However, most of the published advances on applying GP to generate source code are limited to the C programming language, a statically-typed procedural language. As a consequence, applying GP to object-oriented and dynamically-typed languages may represent a significant opportunity.
explores the use of genetic programming to generate objected-oriented source code in a dynamically-typed setting. We found that GP is able to produce missing one-line statements with a precision of 51 percent. Our preliminary results contributes to the state of the art by indicating that GP maybe effectively employed to generate source code for dynamically-typed object-oriented applications.",
- notes = "ISCLab, Department of Computer Science (DCC), University of Chile
video oOxhBdc8FT4 Alexandre Bergel
16:32 Discussion Chair Justyna Petke A: Alexandre Bergel + Vicente Illanes
16:35 Q: Westley Weimer
17:30 Justyna Petke, Pharo, A: Pharo very simple message passing leads to small modules. Applications of Pharo and support environment good.
19:34 Q: more complex methods
21:32 Q: Bobby R. Bruce, what features should a GI friendly language have? A: Importance of names in programming context (cf. two channels in software engineering)
23:27 Q: W. B. Langdon short modules helping? A: yes, small methods in Pharo help.
Also known as \cite{conf/gi-ws/IllanesB21}
part of \cite{Petke:2021:ICSEworkshop} http://geneticimprovementofsoftware.com/events/icse2021.html",
- URL = "
