[PDF][PDF] A Classification Framework for Software Defect Prediction Using Multi-filter Feature Selection Technique and MLP.

A Iqbal, S Aftab - International Journal of Modern Education & …, 2020 - researchgate.net
… This research proposed a classification framework to detect the defect prone software modules
multi-filter feature selection based classification framework for software defect prediction. …

Empirical analysis of rank aggregation-based multi-filter feature selection methods in software defect prediction

AO Balogun, S Basri, S Mahamad, SJ Abdulkadir… - Electronics, 2021 - mdpi.com
multi-filter feature selection (FS) methods to address high dimensionality and filter rank
selection problem in software defect prediction (… individual filter methods using rank aggregation …

Rank aggregation based multi-filter feature selection method for software defect prediction

AO Balogun, S Basri, SJ Abdulkadir… - … 2020, Revised Selected …, 2021 - Springer
multi-filter feature selection method to address high dimensionality and filter rank selection
problems in software defect prediction. … methods from the software defect dataset using a rank …

An adaptive rank aggregation-based ensemble multi-filter feature selection method in software defect prediction

AO Balogun, S Basri, LF Capretz, S Mahamad… - Entropy, 2021 - mdpi.com
selection problems in software defect prediction by proposing a novel AREMFFS method.
Selecting an applicable and pertinent filter FS method to be used in SDP is often a problem as …

[PDF][PDF] A hybrid multi-filter wrapper feature selection method for software defect predictors

BA Oluwagbemiga, B Shuib… - International Journal of …, 2019 - researchgate.net
… study proposes a hybrid multi-filter wrapper method for feature selection of relevant and
irredundant features in software defect prediction. The proposed hybrid feature selection will be …

[PDF][PDF] Software defect prediction using variant based ensemble learning and feature selection techniques.

U Ali, S Aftab, A Iqbal, Z Nawaz, MS Bashir… - International Journal of …, 2020 - mecs-press.org
classification framework for software defect prediction using variant based ensemble learning
and feature selection … They used a multi filter feature section technique with an aggregated …

Data sampling-based feature selection framework for software defect prediction

AO Balogun, FB Lafenwa-Balogun, HA Mojeed… - … and Technologies for …, 2021 - Springer
… data quality problem individually … framework based on correlation-based feature selection
(CFS) and synthetic minority oversampling (SMOTE) methods for software defect prediction. …

MCDM-EFS: A novel ensemble feature selection method for software defect prediction using multi-criteria decision making

K Kaur, A Kumar - Intelligent Decision Technologies, 2023 - content.iospress.com
… a multi-filter feature selection strategy for selectingfeature selection strategies in software
defect prediction. However, some recent studies proposed many ensemble feature selection

Optimized multi correlation-based feature selection in software defect prediction

MNM Rahman, RA Nugroho, MR Faisal… - TELKOMNIKA …, 2024 - telkomnika.uad.ac.id
software development, software defect prediction is an important aspect in ensuring the
quality and reliability of softwarefeature selection techniques for software defect prediction,” …

Software defect prediction based on nested-stacking and heterogeneous feature selection

L Chen, C Wang, S Song - Complex & Intelligent Systems, 2022 - Springer
… [13] proposed an integrated classification framework based on multiple feature selection
algorithms and … [15] presented a classification framework which uses Multi-Filter feature