International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Since Year 2012 | Open Access | Double Blind Reviewed

ISSN: 2319-7064




Downloads: 120

Research Paper | Computer Science & Engineering | India | Volume 6 Issue 2, February 2017


Rank and Classification of Bug Reports and Feature Evaluation Using SVM

Gomathi S [3] | Swathini K | Suvetha M | Deepa M [7]


Abstract: When a new bug report is received, developers usually need to procreate the bug and perform code reviews to find the origination, this process can be tedious and time consuming. A instrument for ranking all the source files with regards to how likely they are to contain the cause of the bug would enable developers to narrow down their search and better result. This paper introduce an adaptive ranking approach that leverages project acquaintance through functional decomposition of source code, API metaphors of library components, the bug-fixing record, the code change record, and the file dependency graph. Given a bug report, the ranking evaluation of each source file is computed as a weighted collection of an array of feature film, where the weights are trained mechanically on previously resolved bug reports using a learning-to-rank technique. We estimate the ranking system on six large scale open source Java projects, using the earlier-fix version of the project for every bug report. The explore results show the Support Vector Machine approach that outperforms in defect prediction.


Keywords: Bug Localization, Feature Evaluation, Information Retrieval, Ranking, SVM


Edition: Volume 6 Issue 2, February 2017,


Pages: 1288 - 1291


How to Cite this Article?

Gomathi S, Swathini K, Suvetha M, Deepa M, " Rank and Classification of Bug Reports and Feature Evaluation Using SVM", International Journal of Science and Research (IJSR), Volume 6 Issue 2, February 2017, pp. 1288-1291, https://www.ijsr.net/get_abstract.php?paper_id=ART2017697

How to Share this Article?

Enter Your Email Address




Similar Articles with Keyword 'Feature Evaluation'

Downloads: 116

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 1121 - 1123

Survey on Categorization and Detection of Adaptive Novel Class of Feature Evolving Data Streams

Chaitrali T. Chavan | Prof. Vinod S. Wadne

Share this Article

Downloads: 130

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 2318 - 2324

Facial Expression Recognition Using Facial Movement Features

Ruchi Chaurasia [2]

Share this Article


Top