Exploratory-Project

This repository contains all the work related to Exploratory Project, which is Feature Ranking of Software Vulnerabilities prediction using eXplanable AI (XAI) - SHAP (SHapley Additive exPlanations).

Overall ANALYSIS of all Vulnerability Datasets

Vulnerability Datasets (NVD/SARD) [4 - api/au/..] Granularity - Function + File C/C++

for label=1, i.e. has vulnerability -

High values of the following attributes favoured vulnerability:
    CountLineCodeDecl (4)
    CountSemicolon (4)
    CountLineCodeExe (3)


Low values of following favoured vulnerability:
    CountStmt/StmtDecl (5)
    AvgLine (4)
    AltCountLineCode(3)