Today's cat is tomorrow's dog: accounting for time-based changes in the labels of ML vulnerability detection approaches (Replication Package Part 3: OpenSSL dataset)
Description
The Replication Package of "Today's cat is tomorrow's dog: accounting for time-based changes in the labels of ML vulnerability detection approaches" Part 3 (OpenSSL Dataset) The zipped package includes: Datasets that we created using our methodolog (from [BigVul](https://github.com/ZeoVan/MSR_20_Code_vulnerability_CSV_Dataset))- retrospective test- believed_perspective test- perspective test Pre-trained models that we generated during our evaluation (3 test results for each time point in the timeline [2011-2017]). We also added the summarized result files (.xlsx) 1. Timeline of Datasets.xlsx 2. ML Evaluations.xlsx and the notebook to produce the charts in the paper: Charts.ipynb Please refer to https://zenodo.org/records/10965516 for Part 1 NVD Vuldeepecker Dataset
Resources
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http://data.europa.eu/88u/dataset/oai-zenodo-org-14713326 |
Tags
- software-security
- retrospective-perspective
- dataset-tuning
- machine-learning