Software fault prediction using data mining, machine learning and deep learning techniques: A systematic literature review

Prediction of software fault-prone classes using ensemble random forest with adaptive synthetic sampling algorithm

(2021) A. Balaram et al.   Automated Software Engineering

Class Imbalance Reduction (CIR): A Novel Approach to Software Defect Prediction in the Presence of Class Imbalance

(2020) Kiran Kumar Bejjanki et al.   Symmetry-Basel

An empirical study of ensemble techniques for software fault prediction

(2020) Santosh S. Rathore et al.   APPLIED INTELLIGENCE

Collective transfer learning for defect prediction

(2019) Jinyin Chen et al.   NEUROCOMPUTING

Machine Learning Applied to Software Testing: A Systematic Mapping Study

(2019) Vinicius H. S. Durelli et al.   IEEE TRANSACTIONS ON RELIABILITY

An under‐sampled software defect prediction method based on hybrid multi‐objective cuckoo search

(2019) Xingjuan Cai et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

Improving defect prediction with deep forest

(2019) Tianchi Zhou et al.   INFORMATION AND SOFTWARE TECHNOLOGY

Software defect distribution prediction model based on NPE-SVM

(2018) Hua Wei et al.   China Communications

Software defect prediction techniques using metrics based on neural network classifier

(2018) R. Jayanthi et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

Deep neural network based hybrid approach for software defect prediction using software metrics

(2018) C. Manjula et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

Empirical analysis of change metrics for software fault prediction

(2018) Garvit Rajesh Choudhary et al.   COMPUTERS & ELECTRICAL ENGINEERING

A Framework for Software Defect Prediction and Metric Selection

(2018) Shamsul Huda et al.   IEEE Access

Semi-Supervised Deep Fuzzy C-Mean Clustering for Software Fault Prediction

(2018) Ali Arshad et al.   IEEE Access

A state-of-the-art survey of malware detection approaches using data mining techniques

(2018) Alireza Souri et al.   Human-centric Computing and Information Sciences

Iterated feature selection algorithms with layered recurrent neural network for software fault prediction

(2018) Hamza Turabieh et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deep Semantic Feature Learning for Software Defect Prediction

(2018) Song Wang et al.   IEEE TRANSACTIONS ON SOFTWARE ENGINEERING

Fuzzy Rule-Based Approach for Software Fault Prediction

(2017) Pradeep Singh et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Empirical Studies of a Two-Stage Data Preprocessing Approach for Software Fault Prediction

(2016) Wangshu Liu et al.   IEEE TRANSACTIONS ON RELIABILITY

Fault Localization Analysis Based on Deep Neural Network

(2016) Wei Zheng et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Software fault prediction using neuro-fuzzy network and evolutionary learning approach

(2016) S. Chatterjee et al.   NEURAL COMPUTING & APPLICATIONS

Prediction approach of software fault-proneness based on hybrid artificial neural network and quantum particle swarm optimization

(2015) Cong Jin et al.   APPLIED SOFT COMPUTING

Software defect prediction using cost-sensitive neural network

(2015) Ömer Faruk Arar et al.   APPLIED SOFT COMPUTING

A systematic review of machine learning techniques for software fault prediction

(2015) Ruchika Malhotra   APPLIED SOFT COMPUTING

Fault location in loop distribution network using SVM technology

(2015) Xiangtian Deng et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Comprehensible software fault and effort prediction: A data mining approach

(2015) Julie Moeyersoms et al.   JOURNAL OF SYSTEMS AND SOFTWARE

An empirical study based on semi-supervised hybrid self-organizing map for software fault prediction

(2015) Golnoush Abaei et al.   KNOWLEDGE-BASED SYSTEMS

Fault prediction considering threshold effects of object-oriented metrics

(2014) Ruchika Malhotra et al.   EXPERT SYSTEMS

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

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

Software defect prediction using relational association rule mining

(2014) Gabriela Czibula et al.   INFORMATION SCIENCES

On Software Defect Prediction Using Machine Learning

(2014) Jinsheng Ren et al.   Journal of Applied Mathematics

Software fault prediction metrics: A systematic literature review

(2013) Danijel Radjenović et al.   INFORMATION AND SOFTWARE TECHNOLOGY

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

Artificial neural network-based metric selection for software fault-prone prediction model

(2012) C. Jin et al.   IET Software

Empirical evaluation of the effects of mixed project data on learning defect predictors

(2012) Burak Turhan et al.   INFORMATION AND SOFTWARE TECHNOLOGY

Sample-based software defect prediction with active and semi-supervised learning

(2011) Ming Li et al.   Automated Software Engineering

Effective Software Fault Localization Using an RBF Neural Network

(2011) W. Eric Wong et al.   IEEE TRANSACTIONS ON RELIABILITY

A Systematic Literature Review on Fault Prediction Performance in Software Engineering

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

Choosing software metrics for defect prediction: an investigation on feature selection techniques

(2011) Kehan Gao et al.   SOFTWARE-PRACTICE & EXPERIENCE

Practical development of an Eclipse-based software fault prediction tool using Naive Bayes algorithm

(2010) Cagatay Catal et al.   EXPERT SYSTEMS WITH APPLICATIONS

Cost-sensitive boosting neural networks for software defect prediction

(2009) Jun Zheng   EXPERT SYSTEMS WITH APPLICATIONS

A systematic review of search-based testing for non-functional system properties

(2009) Wasif Afzal et al.   INFORMATION AND SOFTWARE TECHNOLOGY

Empirical validation of object-oriented metrics for predicting fault proneness models

(2009) Yogesh Singh et al.   SOFTWARE QUALITY JOURNAL

A systematic review of software fault prediction studies

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

Systematic literature reviews in software engineering – A systematic literature review

(2008) Barbara Kitchenham et al.   INFORMATION AND SOFTWARE TECHNOLOGY