The impact of automated feature selection techniques on the interpretation of defect models

An Empirical Study of Model-Agnostic Techniques for Defect Prediction Models

(2020) Jirayus Jiarpakdee et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

The Unreasonable Effectiveness of Software Analytics

(2018) Tim Menzies   IEEE SOFTWARE

The Impact of Automated Parameter Optimization on Defect Prediction Models

(2018) Chakkrit Tantithamthavorn et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

A Hybrid Feature Selection Method for Complex Diseases SNPs

(2018) Raid Alzubi et al.   IEEE Access

The Use of Summation to Aggregate Software Metrics Hinders the Performance of Defect Prediction Models

(2017) Feng Zhang et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

An Empirical Comparison of Model Validation Techniques for Defect Prediction Models

(2017) Chakkrit Tantithamthavorn et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Comments on “Researcher Bias: The Use of Machine Learning in Software Defect Prediction”

(2016) Chakkrit Tantithamthavorn et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Tuning for software analytics: Is it really necessary?

(2016) Wei Fu et al.   INFORMATION AND SOFTWARE TECHNOLOGY

Feature selection and analysis on correlated gas sensor data with recursive feature elimination

(2015) Ke Yan et al.   SENSORS AND ACTUATORS B-CHEMICAL

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

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

Data Quality: Some Comments on the NASA Software Defect Datasets

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

Software defect prediction using Bayesian networks

(2012) Ahmet Okutan et al.   EMPIRICAL SOFTWARE ENGINEERING

Reducing Features to Improve Code Change-Based Bug Prediction

(2012) S. Shivaji et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

A large-scale empirical study of just-in-time quality assurance

(2012) Yasutaka Kamei et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Evaluating defect prediction approaches: a benchmark and an extensive comparison

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

Hybrid feature selection by combining filters and wrappers

(2010) Hui-Huang Hsu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Statistical Feature Selection From Massive Data in Distribution Fault Diagnosis

(2010) Yixin Cai et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

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

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

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

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