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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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JML-BugDB Dataset & JavaMLBugDetective Replication Package

Research datakeyboard_double_arrow_right Dataset 06 Jan 2026Publisher:Zenodo
Authors: TAYMAZ, TURGAY; Birant, Kökten Ulaş;

doi: 10.5281/zenodo.18161122 , 10.5281/zenodo.18161123

JML-BugDB Dataset & JavaMLBugDetective Replication Package

Abstract

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

Related Organizations
Keywords

machine learning, label noise, defect prediction, SZZ, Java

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average