Defect Mining Techniques

This area involves using data mining methods to identify and predict software defects based on historical data. Research includes techniques for analyzing code attributes and mining logs for system problems.

defect prediction
data mining
software maintenance
bug detection
historical analysis

4,284 papers

Parent topic: Software Engineering and Practices

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Papers Over Time

1960197019801990200020102020

Top Papers

Data Mining Static Code Attributes To Learn Defect Predictors

2007 · 987 citations

Detecting Large-Scale System Problems By Mining Console Logs

2009 · 795 citations

An Exploratory Study Of How Developers Seek, Relate, And Collect Relevant Information During Software Maintenance Tasks

2006 · 519 citations

Mining Version Histories To Guide Software Changes

2005 · 510 citations

Using Class Imbalance Learning For Software Defect Prediction

2013 · 428 citations

Where Should The Bugs Be Fixed? More Accurate Information Retrieval-Based Bug Localization Based On Bug Reports

2012 · 394 citations

An Approach To Detecting Duplicate Bug Reports Using Natural Language And Execution Information

2008 · 368 citations

Detection Of Duplicate Defect Reports Using Natural Language Processing

2007 · 362 citations

Towards Identifying Software Project Clusters With Regard To Defect Prediction

2010 · 360 citations

On Finding Duplication And Near-Duplication In Large Software Systems

0 · 344 citations

Improving Bug Triage With Bug Tossing Graphs

2009 · 310 citations

Investigating The Effect Of Dataset Size, Metrics Sets, And Feature Selection Techniques On Software Fault Prediction Problem

2009 · 256 citations

Improving Bug Localization Using Structured Information Retrieval

2013 · 251 citations

A Survey And Taxonomy Of Approaches For Mining Software Repositories In The Context Of Software Evolution

2007 · 248 citations

Predicting Vulnerable Software Components Via Text Mining

2014 · 248 citations

Bug Localization Using Latent Dirichlet Allocation

2010 · 243 citations

Recovering Traceability Links In Software Artifact Management Systems Using Information Retrieval Methods

2007 · 241 citations

Boa: A Language And Infrastructure For Analyzing Ultra-Large-Scale Software Repositories

2013 · 237 citations

Towards More Accurate Retrieval Of Duplicate Bug Reports

2011 · 227 citations

Evolution Patterns Of Open-Source Software Systems And Communities

2002 · 216 citations