AugmentedCode: Examining the Effects of Natural Language Resources in Code Retrieval Models

1 code implementation • 16 Oct 2021 • Mehdi Bahrami, N. C. Shrikanth, Yuji Mizobuchi, Lei Liu, Masahiro Fukuyori, Wei-Peng Chen, Kazuki Munakata

Code retrieval is allowing software engineers to search codes through a natural language query, which relies on both natural language processing and software engineering techniques.

Retrieval

Assessing the Early Bird Heuristic (for Predicting Project Quality)

2 code implementations • 24 May 2021 • N. C. Shrikanth, Tim Menzies

Moreover, using this early bird method, we have shown that a simple model (with just a few features) generalizes to hundreds of projects.

Early Life Cycle Software Defect Prediction. Why? How?

1 code implementation • 26 Nov 2020 • N. C. Shrikanth, Suvodeep Majumder, Tim Menzies

Hence, defect predictors learned from the first 150 commits and four months perform just as well as anything else.

Transfer Learning