CSCI6100G Advanced Topics in Software Design

Details

Description:

Implementing or solving a problem utilizing a learning algorithm:

• Present a solution from a new problem.
• Present a solution from an already existing paper (e.g. same data, different algorithm).

Data Set

A Dataset of High Impact Bugs: Manually-Classified Issue Reports

• Paper: http://ieeexplore.ieee.org.uproxy.library.dc-uoit.ca/stamp/stamp.jsp?arnumber=7180132

• Dataset: http://oss.sys.wakayama-u.ac.jp/?p=1009

Machine Learning Tool

• TensorFlow: https://www.tensorflow.org

Other

Proposal Feedback

Include other work to predict bug priority using this same dataset, then compare with our approach.

• Look up what research cites the MSR 2015 paper & look up papers on predicting defect priority with deep learning/ML.

To take into account: Different projects with different predominant bug priority types may be a pitfall.

About Deep Learning (Lecture)

Log Analytics With Deep Learning And Machine Learning article.