Enhancing software defect prediction: a framework with improved feature selection and ensemble machine learning

QR Code

Enhancing software defect prediction: a framework with improved feature selection and ensemble machine learning

Effective software defect prediction is a crucial aspect of software quality assurance, enabling the identification of defective modules before the testing phase. This study aims to propose a comprehensive five-stage framework for software defect prediction, addressing the current challenges in the...

Full description

Bibliographic Details
Published in:	PEERJ COMPUTER SCIENCE
Main Authors:	Ali, Misbah; Mazhar, Tehseen; Al-Rasheed, Amal; Shahzad, Tariq; Ghadi, Yazeed Yasin; Khan, Muhammad Amir
Format:	Article
Language:	English
Published:	PEERJ INC 2024
Subjects:	Computer Science
Online Access:	https://www-webofscience-com.uitm.idm.oclc.org/wos/woscc/full-record/WOS:001174202200001

Similar Items

Software Defect Prediction Using an Intelligent Ensemble-Based Model
by: Ali, et al.
Published: (2024)

Enhancing software defect prediction: a framework with improved feature selection and ensemble machine learning
by: Ali M.; Mazhar T.; Al-Rasheed A.; Shahzad T.; Ghadi Y.Y.; Khan M.A.
Published: (2024)

Software Defect Prediction Using an Intelligent Ensemble-Based Model
by: Ali M.; Mazhar T.; Arif Y.; Al-Otaibi S.; Ghadi Y.Y.; Shahzad T.; Khan M.A.; Hamam H.
Published: (2024)

The role of blockchain to secure internet of medical things
by: Ghadi, et al.
Published: (2024)

YOLO and residual network for colorectal cancer cell detection and counting
by: Haq, et al.
Published: (2024)

DenseHillNet: a lightweight CNN for accurate classification of natural images
by: Saqib, et al.
Published: (2024)

Classification Prediction of Familial Hypercholesterolemia using Ensemble-based Classifier with Feature Selection and Rebalancing Technique
by: Edward J.; Rosli M.M.; Chua Y.-A.; Kasim N.A.M.; Nawawi H.
Published: (2022)

Correction to: The role of blockchain to secure internet of medical things (Scientific Reports, (2024), 14, 1, (18422), 10.1038/s41598-024-68529-x)
by: Ghadi Y.Y.; Mazhar T.; Shahzad T.; Amir khan M.; Abd‑Alrazaq A.; Ahmed A.; Hamam H.
Published: (2024)

The role of blockchain to secure internet of medical things
by: Ghadi Y.Y.; Mazhar T.; Shahzad T.; Amir khan M.; Abd-Alrazaq A.; Ahmed A.; Hamam H.
Published: (2024)

Ensemble machine learning for predicting in-hospital mortality in Asian women with ST-elevation myocardial infarction (STEMI)
by: Kasim S.; Amir Rudin P.N.F.; Malek S.; Ibrahim K.S.; Wan Ahmad W.A.; Fong A.Y.Y.; Lin W.Y.; Aziz F.; Ibrahim N.
Published: (2024)

Exploring feature selection and support vector machine in text categorization
by: Abdul-Rahman S.; Mutalib S.; Khanafi N.A.; Ali A.M.
Published: (2013)

Cloud-based bug tracking software defects analysis using deep learning
by: Hai T.; Zhou J.; Li N.; Jain S.K.; Agrawal S.; Dhaou I.B.
Published: (2022)

Skeleton-based action recognition with joint coordinates as feature using neural oblivious decision ensembles
by: Nasrualam F.A.H.; Shapiai M.I.; Batool U.; Ramli A.K.; Elias K.A.
Published: (2021)

Building Defects Assessment Framework for Malaysian Construction Projects
by: Hassan S.H.; Hamid M.S.A.; Zaini M.F.; Senin S.F.; Zakariah Z.; Hashim M.Z.
Published: (2022)

Comparison of ensemble hybrid sampling with bagging and boosting machine learning approach for imbalanced data
by: Malek N.H.A.; Yaacob W.F.W.; Wah Y.B.; Md Nasir S.A.; Shaadan N.; Indratno S.W.
Published: (2023)

DenseHillNet: a lightweight CNN for accurate classification of natural images
by: Saqib S.M.; Asghar M.Z.; Iqbal M.; Al-Rasheed A.; Khan M.A.; Ghadi Y.; Mazhar T.
Published: (2024)

YOLO and residual network for colorectal cancer cell detection and counting
by: Haq I.; Mazhar T.; Asif R.N.; Ghadi Y.Y.; Ullah N.; Khan M.A.; Al-Rasheed A.
Published: (2024)

Predicting customer sentiment: the fusion of deep learning and a fuzzy system for sentiment analysis of Arabic text
by: Ambreen, et al.
Published: (2024)

Breast Cancer Classification through Meta-Learning Ensemble Technique Using Convolution Neural Networks
by: Ali M.D.; Saleem A.; Elahi H.; Khan M.A.; Khan M.I.; Yaqoob M.M.; Farooq Khattak U.; Al-Rasheed A.
Published: (2023)

Evaluating the effectiveness of data quality framework in software engineering
by: Rosli M.M.; Yusop N.S.M.
Published: (2022)

YOLO Algorithm with Hybrid Attention Feature Pyramid Network for Solder Joint Defect Detection
by: Li A.; Hamzah R.; Khatijah Nor Abdul Rahim S.; Gao Y.
Published: (2024)

Optimized Feature Selection and Transformations for Early Stage Prediction of Autism Using Supervised Machine Learning Models
by: Praveena K.N.; Mahalakshmi R.; Manjunath C.; Zubair A.F.; Karthikeyan P.
Published: (2023)

Enhancing big data feature selection using a hybrid correlation-based feature selection
by: Mohamad M.; Selamat A.; Krejcar O.; Crespo R.G.; Herrera-Viedma E.; Fujita H.
Published: (2021)

Machine Learning Application for Concrete Surface Defects Automatic Damage Classification
by: Senin, et al.
Published: (2024)

Geospatial Analysis on the Impact of Road Defects on Motorcycle Accidents
by: Amir M.H.M.; Naharudin N.
Published: (2021)

Survey on Formation Verification for Ensembling Collective Adaptive System
by: Johari M.H.; Jawaddi S.N.A.; Ismail A.
Published: (2022)

Predicting 30-day mortality after an acute coronary syndrome (acs) using machine learning methods for feature selection, classification and visualisation
by: Aziida N.; Malek S.; Aziz F.; Ibrahim K.S.; Kasim S.
Published: (2021)

Supervised feature selection using principal component analysis
by: Rahmat F.; Zulkafli Z.; Ishak A.J.; Abdul Rahman R.Z.; Stercke S.D.; Buytaert W.; Tahir W.; Ab Rahman J.; Ibrahim S.; Ismail M.
Published: (2024)

Knowledge-Based Methods to Train and Optimize Virtual Screening Ensembles
by: Swift R.V.; Jusoh S.A.; Offutt T.L.; Li E.S.; Amaro R.E.
Published: (2016)

Influence of open-source software on Bangladesh academic library service sustainability: a conceptual framework
by: Ahammad N.; Saiful Bahry F.D.; Hussaini H.
Published: (2024)

Classification of Defect and Non-Defect Durian Using Image Processing Technique
by: Khazri F.I.A.; Kutty S.B.; Sani M.M.; Kassim M.; Saaidin S.
Published: (2024)

Exploring lift car defects: An examination of common defects and the possible causes
by: Mustafa S.N.A.M.; Sabri N.S.M.; Ishak N.M.; Rosni N.N.M.
Published: (2024)

Numerical and ensemble machine learning-based investigation of the energy and exergy yields of a concentrating photovoltaic thermal device equipped with a perforated twisted tube turbulator
by: Wang G.; Hai T.; Paw J.K.S.; Pasupuleti J.; Abdalla A.N.
Published: (2023)

Paper Cuttings Pattern Feature Extraction Based on Machine Vision
by: Chen J.; Wang K.; Daud W.S.A.W.M.
Published: (2024)

Human gait recognition using orthogonal least square as feature selection
by: Sahak R.; Tahir N.M.; Yassin A.I.M.; Kamaruzaman F.H.
Published: (2019)

Preliminary study on multiple imputation for nonresponse in survey data with feature selection
by: Jasin A.M.; Asmat A.
Published: (2023)

Binary particle swarm optimization for feature selection in detection of infants with hypothyroidism
by: Zabidi A.; Khuan L.Y.; Mansor W.; Yassin I.M.; Sahak R.
Published: (2011)

An orthogonal least square approach to select features of infant cry with asphyxia
by: Sahak R.; Mansor W.; Khuan L.Y.; Yassin A.I.M.; Zabidi A.
Published: (2010)

Adaptive threshold optimisation for online feature selection using dynamic particle swarm optimisation in determining feature relevancy and redundancy
by: Zaman, et al.
Published: (2024)

Adaptive threshold optimisation for online feature selection using dynamic particle swarm optimisation in determining feature relevancy and redundancy
by: Zaman E.A.K.; Ahmad A.; Mohamed A.
Published: (2024)