Welcome to the Bug Prioritization Framework, an innovative solution designed to revolutionize bug fixing in software development projects. Developed as a culmination of our B.Tech IT Final Year Major Project at Maharaja Surajmal Institute of Technology, this framework is the brainchild of Shubham Kumar, Abhishek Sharma, and Arjun Sharma.

Bugs in software are inevitable, but their impact can vary significantly. Our framework aims to tackle this variability head-on by assisting programmers in identifying and prioritizing the most critical bugs. We understand that not all bugs are created equal, and thus, our framework employs sophisticated meta-heuristic algorithms to discern the severity of each bug.

At the heart of our framework lies a feature weighting method that harnesses the power of Genetic Algorithm (GA) and Particle Swarm Optimization (PSO). By analyzing various performance indicators such as capability ranking, bug severities, and mean bug fixing time, our framework effectively ranks programmers based on their bug-fixing prowess.

The Bug Prioritization Framework operates through four distinct stages, each meticulously crafted to ensure efficiency and accuracy in bug prioritization. From identifying relevant features to predicting bug intensity levels using classification algorithms like K-Nearest Neighbors (KNN), our framework leaves no stone unturned.

To validate the effectiveness of our framework, we conducted two comprehensive experiments. These experiments involved predicting bug intensity levels using both PSO-KNN and GA-KNN methods. The results were promising, reaffirming our belief in the potential of our framework to streamline the bug triage process.

We recognize that software development is an ever-evolving field, and our framework is designed to evolve alongside it. Our approach involves iteratively refining a pre-trained framework using the latest data and insights gleaned from historical information. While the framework may encounter memory-related challenges, it remains a viable solution for enhancing bug fixing quality.

The Bug Prioritization Framework represents a significant leap forward in bug fixing methodologies. By leveraging meta-heuristic algorithms and advanced classification techniques, our framework empowers programmers to tackle bugs with precision and efficiency. As we continue to refine and improve our framework, we envision a future where software bugs are no longer a hindrance but an opportunity for growth and innovation.

Join us on this journey towards bug-free software development. Let's prioritize bugs, one line of code at a time.