Automated Bug Triaging

In our research paper, we are proposing the best group of algorithms to apply to achieve the best possible accuracy in bug triaging to overcome time and financial cost of projects as well as reduce the frustration level within the teams of developers by rightly assigning bug reports to relevant deve

Project Title

Automated Bug Triaging

Project Area of Specialization

Artificial Intelligence

Project Summary

In our research paper, we are proposing the best group of algorithms to apply to achieve the best possible accuracy in bug triaging to overcome time and financial cost of projects as well as reduce the frustration level within the teams of developers by rightly assigning bug reports to relevant developers to solve.

Project Objectives

Our objective is to define a clearer pathway to achieve better accuracy in assigning bug reports to the relevant developers by automating the whole bug triaging process using multiple algorithms of NLP and their combinations.

Project Implementation Method

We are using 6 algorithms of Natural Language Processing and their combinations. We are comparing accuracy reports of these algorithms and will be suggesting the best performing algorithms to achieve our target. We will be comparing these algorithms with Convolutional Neural Network performance as well. All the research work is being done in the light of real-time coding in Jupyter Notebook using Python language.

Benefits of the Project

The proposed method will help big firms reduce financial and time cost in resolving bugs by assigning bug reports to the relevant developers.

Technical Details of Final Deliverable

We are using Natural Language Processing (ML/AI) to automate bug triaging method instead of manually triaging bug to the developers. The research work is being done using 6 algorithms which are Bag of words, TF-IDF, Latent Dirichlet Allocation, Naive-Bayes algorithm, K nearest Neighbour and Random Forest. Apart from these algorithms, we are working on Convolutional Neural Network to help get the best result out of it.

Final Deliverable of the Project

Software System

Core Industry

IT

Other Industries

Core Technology

Artificial Intelligence(AI)

Other Technologies

Sustainable Development Goals

Industry, Innovation and Infrastructure

Required Resources

If you need this project, please contact me on contact@adikhanofficial.com