Improving cross-project software defect prediction method through transformation and feature selection approach
In a practical situation where the project to be predicted is new, traditional software defect prediction cannot be employed. An alternative method is cross-project defect prediction, where the historical record of one project (source) is used to predict the defect status of another project (target)...
| Main Authors: | Bala, Yahaya Zakariyau, Abdul Samat, Pathiah, Sharif, Khaironi Yatim, Manshor, Noridayu |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Institute of Electrical and Electronics Engineers Inc.
2023
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/110307/ http://psasir.upm.edu.my/id/eprint/110307/1/Improving_Cross-Project_Software_Defect_Prediction_Method_Through_Transformation_and_Feature_Selection_Approach.pdf |
Similar Items
Cross-project software defect prediction
by: Bala, Yahaya Zakariyau, et al.
Published: (2022)
by: Bala, Yahaya Zakariyau, et al.
Published: (2022)
Cross-project software defect prediction through multiple
learning
by: Zakariyau Bala, Yahaya, et al.
Published: (2024)
by: Zakariyau Bala, Yahaya, et al.
Published: (2024)
The influence of machine learning on the predictive performance of cross-project defect prediction: empirical analysis
by: Bala, Yahaya Zakariyau, et al.
Published: (2024)
by: Bala, Yahaya Zakariyau, et al.
Published: (2024)
Integrated approach for improving cross-project software defect prediction performance
by: Bala, Yahaya Zakariyau
Published: (2024)
by: Bala, Yahaya Zakariyau
Published: (2024)
Extraction cost of quality and testing in software project
by: Ahmad, Shaiful Farith, et al.
Published: (2018)
by: Ahmad, Shaiful Farith, et al.
Published: (2018)
Fusion Of Global Shape And Local Features Using Multi Classifier Framework For Object Class Recognition
by: Manshor, Noridayu
Published: (2013)
by: Manshor, Noridayu
Published: (2013)
Evaluation of software quality attributes for vessel tracking management system (VTMS)
by: Zulzalil, Hazura, et al.
Published: (2015)
by: Zulzalil, Hazura, et al.
Published: (2015)
SMMS: document management in agile model for software maintenance
by: Abdul Samat, Pathiah, et al.
Published: (2019)
by: Abdul Samat, Pathiah, et al.
Published: (2019)
Open source programmers' information seeking during software maintenance
by: Sharif, Khaironi Yatim, et al.
Published: (2011)
by: Sharif, Khaironi Yatim, et al.
Published: (2011)
Defects Prediction Towards Efficincy Gains in Construction Projects
by: Almusharraf, Abdullah, et al.
Published: (2012)
by: Almusharraf, Abdullah, et al.
Published: (2012)
Feature detector-level fusion methods in food recognition
by: Razali @ Ghazali, Mohd Norhisham, et al.
Published: (2019)
by: Razali @ Ghazali, Mohd Norhisham, et al.
Published: (2019)
Exploring key factors of pilot projects in agile transformation process using a grounded theory study
by: Gandomani, Taghi Javdani, et al.
Published: (2013)
by: Gandomani, Taghi Javdani, et al.
Published: (2013)
Measurement of software maintenance from user satisfaction perspective: a case study
by: Helmee, Nurdhiya Hazwani, et al.
Published: (2015)
by: Helmee, Nurdhiya Hazwani, et al.
Published: (2015)
Characterization and prediction of issue-related risks in software projects
by: Choetkiertikul, M., et al.
Published: (2015)
by: Choetkiertikul, M., et al.
Published: (2015)
Feature selection via dimensionality reduction for object class recognition
by: Manshor, Noridayu, et al.
Published: (2011)
by: Manshor, Noridayu, et al.
Published: (2011)
Evaluation of software quality attributes for Vessel Tracking Management System (VTMS)
by: Zulzalil, Hazura, et al.
Published: (2015)
by: Zulzalil, Hazura, et al.
Published: (2015)
An empirically-based characterization and quantification of information seeking through mailing lists during open source developers software evolution
by: Sharif, Khaironi Yatim, et al.
Published: (2015)
by: Sharif, Khaironi Yatim, et al.
Published: (2015)
Fusion of global shape and local features using meta-classifier framework.
by: Manshor, Noridayu, et al.
Published: (2013)
by: Manshor, Noridayu, et al.
Published: (2013)
Does software design complexity have effects on defects
by: Awang Abu Bakar, Normi Sham
Published: (2013)
by: Awang Abu Bakar, Normi Sham
Published: (2013)
Towards the use of software product metrics as an indicator for measuring mobile applications power consumption
by: Ching, Kin Keong, et al.
Published: (2015)
by: Ching, Kin Keong, et al.
Published: (2015)
Features extraction of geometry defect monitoring in cylindrical piping
by: Mokhtar, Mohd Faiz
Published: (2013)
by: Mokhtar, Mohd Faiz
Published: (2013)
Toward using software metrics as indicator to measure power consumption of mobile application: a case study
by: Ching, Kin Keong, et al.
Published: (2015)
by: Ching, Kin Keong, et al.
Published: (2015)
How human aspects impress Agile software development transition and adoption
by: Gandomani, Taghi Javdani, et al.
Published: (2014)
by: Gandomani, Taghi Javdani, et al.
Published: (2014)
Defect management process in the software testing / Khilman Mohd Mokhlas
by: Mohd Mokhlas, Khilman
Published: (2005)
by: Mohd Mokhlas, Khilman
Published: (2005)
Food category recognition using SURF and MSER local feature representation
by: Razali, Mohd Norhisham, et al.
Published: (2017)
by: Razali, Mohd Norhisham, et al.
Published: (2017)
Defect prediction model for testing phase
by: Mohamed Suffian, Muhammad Dhiauddin
Published: (2009)
by: Mohamed Suffian, Muhammad Dhiauddin
Published: (2009)
How grounded can facilitate research studies in context of agile software development.
by: Gandomani, Taghi Javdani, et al.
Published: (2013)
by: Gandomani, Taghi Javdani, et al.
Published: (2013)
ENHANCEMENT OF PROJECT MANAGEMENT THROUGH ADVANCED PROJECT MANAGEMENT SOFTWARE
by: Manuel, Jaison
Published: (2010)
by: Manuel, Jaison
Published: (2010)
Recognition of food with monotonous appearance using speeded-up robust feature (SURF)
by: Razali, Mohd Norhisham, et al.
Published: (2018)
by: Razali, Mohd Norhisham, et al.
Published: (2018)
Software Project Management
by: Zakaria, Mohd Hafiz, et al.
Published: (2007)
by: Zakaria, Mohd Hafiz, et al.
Published: (2007)
Feature extraction and selection for defect classification of pulsed eddy current NDT
by: Chen, Tianlu, et al.
Published: (2008)
by: Chen, Tianlu, et al.
Published: (2008)
Surface defect detection : A feature-based transfer learning approach
by: Abdul Majeed, Anwar P. P., et al.
Published: (2024)
by: Abdul Majeed, Anwar P. P., et al.
Published: (2024)
Enhancing software engineering project information through software engineering ontology instantiations
by: Wongthongtham, Pornpit, et al.
Published: (2006)
by: Wongthongtham, Pornpit, et al.
Published: (2006)
Mapping and analysis of Open Source Software (OSS) usability for sustainable OSS product
by: Dawood, Kareem Abbas, et al.
Published: (2019)
by: Dawood, Kareem Abbas, et al.
Published: (2019)
Defect handling mechanisms in various open source projects
by: Awang Abu Bakar, Normi Sham
Published: (2011)
by: Awang Abu Bakar, Normi Sham
Published: (2011)
Defects in Affordable Housing Projects in Klang Valley, Malaysia
by: Abdul-Rahman, H., et al.
Published: (2014)
by: Abdul-Rahman, H., et al.
Published: (2014)
Occurrences of building defects during defects liability periods of low-cost housing projects / Addruse Hassan
by: Hassan, Addruse
Published: (2006)
by: Hassan, Addruse
Published: (2006)
Comparison of Software Testing Tools on Gui Features
by: Ghazali, Fatimah
Published: (2005)
by: Ghazali, Fatimah
Published: (2005)
Improved extreme programming methodology with inbuilt security
by: Shuaibu, Bala Musa, et al.
Published: (2011)
by: Shuaibu, Bala Musa, et al.
Published: (2011)
Software Project Management: A Practical Guide to manage Small Software Development Project.
by: Abd Ghani, M. K.
Published: (2011)
by: Abd Ghani, M. K.
Published: (2011)
Similar Items
-
Cross-project software defect prediction
by: Bala, Yahaya Zakariyau, et al.
Published: (2022) -
Cross-project software defect prediction through multiple
learning
by: Zakariyau Bala, Yahaya, et al.
Published: (2024) -
The influence of machine learning on the predictive performance of cross-project defect prediction: empirical analysis
by: Bala, Yahaya Zakariyau, et al.
Published: (2024) -
Integrated approach for improving cross-project software defect prediction performance
by: Bala, Yahaya Zakariyau
Published: (2024) -
Extraction cost of quality and testing in software project
by: Ahmad, Shaiful Farith, et al.
Published: (2018)