Published January 6, 2026 | Version v1
Dataset Open

JML-BugDB Dataset & JavaMLBugDetective Replication Package

Authors/Creators

  • 1. ROR icon Dokuz Eylül University
  • 2. ROR icon Afyon Kocatepe University

Description

Replication package for the paper "Beyond the Gold Standard: Validating Evolutionary Context Modeling for Defect Prediction under Quantified Label Noise in Enterprise Java Systems".

Contains:
- JML-BugDB v1.0 dataset (91,633 instances from Apache Kafka, Google Gson, Apache Commons-IO)
- Manual validation results (398 samples, 29.2% precision)
- Experimental results (cross-project validation, ablation study)
- JavaMLBugDetective framework source code
- Replication guide with step-by-step instructions

Files

JML-BugDB-Replication-Package-v1.0.zip

Files (1.6 MB)

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