Software defect prediction: do different classifiers find the same defects?

A systematic review of machine learning techniques for software fault prediction

(2015) Ruchika Malhotra   APPLIED SOFT COMPUTING

Software defect prediction using ensemble learning on selected features

(2015) Issam H. Laradji et al.   INFORMATION AND SOFTWARE TECHNOLOGY

Researcher Bias: The Use of Machine Learning in Software Defect Prediction

(2014) Martin Shepperd et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Which process metrics can significantly improve defect prediction models? An empirical study

(2014) Lech Madeyski et al.   SOFTWARE QUALITY JOURNAL

Software effort estimation as a multiobjective learning problem

(2013) Leandro L. Minku et al.   ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY

DConfusion: a technique to allow cross study performance evaluation of fault prediction studies

(2013) David Bowes et al.   Automated Software Engineering

Data Quality: Some Comments on the NASA Software Defect Datasets

(2013) Martin Shepperd et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Using Coding-Based Ensemble Learning to Improve Software Defect Prediction

(2012) Zhongbin Sun et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND RE

Reflections on the NASA MDP data sets

(2012) D. Gray et al.   IET Software

Evaluating defect prediction approaches: a benchmark and an extensive comparison

(2011) Marco D’Ambros et al.   EMPIRICAL SOFTWARE ENGINEERING

A Systematic Literature Review on Fault Prediction Performance in Software Engineering

(2011) T. Hall et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

An industrial case study of classifier ensembles for locating software defects

(2011) Ayşe Tosun Mısırlı et al.   SOFTWARE QUALITY JOURNAL

On the relative value of cross-company and within-company data for defect prediction

(2009) Burak Turhan et al.   EMPIRICAL SOFTWARE ENGINEERING

Regularized Negative Correlation Learning for Neural Network Ensembles

(2009) Huanhuan Chen et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Improving Software-Quality Predictions With Data Sampling and Boosting

(2009) C. Seiffert et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS

On the ability of complexity metrics to predict fault-prone classes in object-oriented systems

(2009) Yuming Zhou et al.   JOURNAL OF SYSTEMS AND SOFTWARE

A systematic and comprehensive investigation of methods to build and evaluate fault prediction models

(2009) Erik Arisholm et al.   JOURNAL OF SYSTEMS AND SOFTWARE

A systematic review of software fault prediction studies

(2008) Cagatay Catal et al.   EXPERT SYSTEMS WITH APPLICATIONS

Benchmarking Classification Models for Software Defect Prediction: A Proposed Framework and Novel Findings

(2008) S. Lessmann et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Predicting defect-prone software modules using support vector machines

(2007) Karim O. Elish et al.   JOURNAL OF SYSTEMS AND SOFTWARE