Empirical Analysis of Data Sampling-Based Decision Forest Classifiers for Software Defect Prediction.

Shuib Basri Shuib Bin Basri

Fatima Enehezei Usman-Hamza Abdullateef Oluwagbemiga Balogun Hussaini Mamman Luiz Fernando Capretz Shuib Basri Rafiat Ajibade Oyekunle Hammed Adeleye Mojeed Abimbola Ganiyat Akintola Empirical Analysis of Data Sampling-Based Decision Forest Classifiers for Software Defect Prediction. 2025 7 4 Softw. 2 https://doi.org/10.3390/software4020007 db/journals/mdpisoftware/mdpisoftware4.html#UsmanHamzaBMCBOMA25 streams/journals/mdpisoftware

Ganesh M. Kumar Abdullahi Abubakar Imam Shuib Basri Ahmad Sobri Hashim Abdul Ghani Naim Luiz Fernando Capretz Abdullateef Oluwagbemiga Balogun Hussaini Mamman Ensemble Balanced Nested Dichotomy Fuzzy Models for Software Requirement Risk Prediction. 146225-146243 2024 12 IEEE Access https://doi.org/10.1109/ACCESS.2024.3473942 db/journals/access/access12.html#KumarIBHNCBM24 streams/journals/access

Hussaini Mamman Shuib Basri Abdullateef Oluwagbemiga Balogun Abdul Rehman Gilal Abdullahi Abubakar Imam Ganesh M. Kumar Luiz Fernando Capretz Beyond the Seeds: Fairness Testing via Counterfactual Analysis of Non-Seed Instances. 172879-172891 2024 12 IEEE Access https://doi.org/10.1109/ACCESS.2024.3502164 db/journals/access/access12.html#MammanBBGIKC24 streams/journals/access

Hussaini Mamman Shuib Basri Sadiq Musa Liman Abdullateef Oluwagbemiga Balogun Shamsuddeen Adamu Garba Aliyu Dahiru Adamu Aliyu Ibrahim Muhammad Kurah Low-Code Machine Learning for Predicting Differentiated Thyroid Cancer Reoccurrence. 478-483 2024 KSE https://doi.org/10.1109/KSE63888.2024.11063497 conf/kse/2024 db/conf/kse/kse2024.html#MammanBLBAAAK24

Hussaini Mamman Shuib Basri Abdullateef Balogun Abubakar Abdullahi Imam Ganesh M. Kumar Luiz Fernando Capretz Unbiasing on the Fly: Explanation-Guided Human Oversight of Machine Learning System Decisions. 2024 abs/2406.17906 CoRR https://doi.org/10.48550/arXiv.2406.17906 db/journals/corr/corr2406.html#abs-2406-17906 streams/journals/corr

Aamir Amin Mobashar Rehman Shuib Basri Luiz Fernando Capretz Muhammad Awais Shakir Goraya Rehan Akbar The impact of stressors on the relationship between personality traits, knowledge collection behaviour and programmer creativity intention in software engineering. 107288 2023 November 163 Inf. Softw. Technol. https://doi.org/10.1016/j.infsof.2023.107288 db/journals/infsof/infsof163.html#AminRBCGA23

Shuib Bin Basri Ganesh M. Kumar Fatin Fakhira Fahrurazi Putri Emieldza Balqis Azmi Abdullateef Oluwagbemiga Balogun Hussaini Mamman Current Trend of Software Requirement Engineering Process in IT Small and Medium Enterprises (SMEs)-A Systematic Literature Review. 82-87 2023 CITA https://doi.org/10.1109/CITA58204.2023.10262498 conf/cita/2023 db/conf/cita/cita2023.html#BasriKFABM23

Hussaini Mamman Shuib Basri Abdullateef Oluwagbemiga Balogun Abdullahi Abubakar Imam Ganesh M. Kumar Luiz Fernando Capretz Search-Based Fairness Testing: An Overview. 2023 abs/2311.06175 CoRR https://doi.org/10.48550/arXiv.2311.06175 db/journals/corr/corr2311.html#abs-2311-06175

Ganesh M. Kumar Shuib Basri Abdullahi Abubakar Imam Abdullateef Oluwagbemiga Balogun Hussaini Mamman Luiz Fernando Capretz A Novel Multidimensional Reference Model For Heterogeneous Textual Datasets Using Context, Semantic And Syntactic Clues. 2023 abs/2311.06183 CoRR https://doi.org/10.48550/arXiv.2311.06183 db/journals/corr/corr2311.html#abs-2311-06183

Abdullateef Oluwagbemiga Balogun Malek Ahmad Theeb Almomani Shuib Basri Omar Almomani Luiz Fernando Capretz Arif Ali Khan Abdul Rehman Gilal Yahia Baashar Towards the sustainability of small and medium software enterprises through the implementation of software process improvement: Empirical investigation. 2022 34 J. Softw. Evol. Process. 8 https://doi.org/10.1002/smr.2466 db/journals/smr/smr34.html#BalogunABACKGB22

Luiz Fernando Capretz Jingdong Jia Pradeep Waychal Shuib Basri Social Aspects of Software Testing: Comparative Studies in Asia. 346-355 2022 WorldCIST (1) https://doi.org/10.1007/978-3-031-04826-5_34 conf/worldcist/2022-1 db/conf/worldcist/worldcist2022-1.html#CapretzJWB22

Luiz Fernando Capretz Jingdong Jia Pradeep Waychal Shuib Basri Social Aspects of Software Testing: Comparative Studies in Asia. 2022 abs/2205.07781 CoRR https://doi.org/10.48550/arXiv.2205.07781 db/journals/corr/corr2205.html#abs-2205-07781

Abdullateef Oluwagbemiga Balogun Shuib Basri Saipunidzam Mahamad Luiz Fernando Capretz Abdullahi Abubakar Imam Malek Ahmad Theeb Almomani Victor Elijah Adeyemo Ganesh M. Kumar A Novel Rank Aggregation-Based Hybrid Multifilter Wrapper Feature Selection Method in Software Defect Prediction. 5069016:1-5069016:19 2021 2021 Comput. Intell. Neurosci. https://doi.org/10.1155/2021/5069016 db/journals/cin/cin2021.html#BalogunBMCIAAK21

Abdullateef Oluwagbemiga Balogun Shuib Basri Luiz Fernando Capretz Saipunidzam Mahamad Abdullahi Abubakar Imam Malek Ahmad Theeb Almomani Victor Elijah Adeyemo Ganesh M. Kumar An Adaptive Rank Aggregation-Based Ensemble Multi-Filter Feature Selection Method in Software Defect Prediction. 1274 2021 23 Entropy 10 https://doi.org/10.3390/e23101274 db/journals/entropy/entropy23.html#BalogunBCMIAAK21

Ammar Kareem Alazzawi Helmi Md Rais Shuib Basri Yazan A. Alsariera Luiz Fernando Capretz Abdullahi Abubakar Imam Abdullateef Oluwagbemiga Balogun HABCSm: A Hamming Based t-way Strategy based on Hybrid Artificial Bee Colony for Variable Strength Test Sets Generation. 2021 16 Int. J. Comput. Commun. Control 5 https://doi.org/10.15837/ijccc.2021.5.4308 https://www.wikidata.org/entity/Q113263731 db/journals/ijccc/ijccc16.html#AlazzawiRBACIB21

Abdullateef Oluwagbemiga Balogun Shuib Basri Luiz Fernando Capretz Saipunidzam Mahamad Abdullahi Abubakar Imam Malek Ahmad Theeb Almomani Victor Elijah Adeyemo Ammar K. Alazzawi Amos Orenyi Bajeh Ganesh M. Kumar Software Defect Prediction Using Wrapper Feature Selection Based on Dynamic Re-Ranking Strategy. 2166 2021 13 Symmetry 11 https://doi.org/10.3390/sym13112166 db/journals/symmetry/symmetry13.html#BalogunBCMIAAAB21

Luiz Fernando Capretz Pradeep Waychal Jingdong Jia Shuib Bin Basri Comparing the Popularity of Testing Careers among Canadian, Indian, Chinese, and Malaysian Students. 40:1-40:7 2021 AISS https://doi.org/10.1145/3503047.3503091 conf/aiss/2021 db/conf/aiss/aiss2021.html#CapretzWJB21 Saiqa Aleem Luiz Fernando Capretz Faheem Ahmed Shuib Basri User Requirements for Game Software Success: An Empirical Investigation. 2021 WER https://doi.org/10.29327/1298728.24-2 conf/wer/2021 db/conf/wer/wer2021.html#AleemCAB21

Malek Ahmad Theeb Almomani Shuib Basri Omar Almomani Luiz Fernando Capretz Abdullateef Oluwagbemiga Balogun Moath Husni Abdul Rehman Gilal Using an Expert Panel to Validate the Malaysian SMEs-Software Process Improvement Model (MSME-SPI). 2021 abs/2103.06341 CoRR https://arxiv.org/abs/2103.06341 db/journals/corr/corr2103.html#abs-2103-06341

Ammar K. Alazzawi Helmi Md Rais Shuib Basri Yazan A. Alsariera Luiz Fernando Capretz Abdullateef Oluwagbemiga Balogun Abdullahi Abubakar Imam HABCSm: A Hamming Based t-way Strategy Based on Hybrid Artificial Bee Colony for Variable Strength Test Sets Generation. 2021 abs/2110.03728 CoRR https://arxiv.org/abs/2110.03728 db/journals/corr/corr2110.html#abs-2110-03728

Saiqa Aleem Luiz Fernando Capretz Faheem Ahmed Shuib Basri User Requirements for Software Game Process; An Empirical Investigation. 2021 abs/2110.03764 CoRR https://arxiv.org/abs/2110.03764 db/journals/corr/corr2110.html#abs-2110-03764

Aamir Amin Shuib Basri Mobashar Rahman Luiz Fernando Capretz Rehan Akbar Abdul Rehman Gilal Muhammad Farooq Shabbir The impact of personality traits and knowledge collection behavior on programmer creativity. 106405 2020 128 Inf. Softw. Technol. https://doi.org/10.1016/j.infsof.2020.106405 https://www.wikidata.org/entity/Q113316522 db/journals/infsof/infsof128.html#AminBRCAGS20

Abdullateef Oluwagbemiga Balogun Shuib Basri Saipunidzam Mahamad Said Jadid Abdulkadir Malek Ahmad Theeb Almomani Victor Elijah Adeyemo Qasem Al-Tashi Hammed Adeleye Mojeed Abdullahi Abubakar Imam Amos Orenyi Bajeh Impact of Feature Selection Methods on the Predictive Performance of Software Defect Prediction Models: An Extensive Empirical Study. 1147 2020 12 Symmetry 7 https://doi.org/10.3390/sym12071147 db/journals/symmetry/symmetry12.html#BalogunBMAAAAMI20

Abdullahi Abubakar Imam Shuib Basri Rohiza Ahmad Amirudin Abdul Wahab María Teresa González-Aparicio Luiz Fernando Capretz Ammar K. Alazzawi Abdullateef Oluwagbemiga Balogun DSP: Schema Design for Non-Relational Applications. 1799 2020 12 Symmetry 11 https://doi.org/10.3390/sym12111799 db/journals/symmetry/symmetry12.html#ImamBAWGCAB20

Abdullateef Oluwagbemiga Balogun Shuib Basri Said Jadid Abdulkadir Saipunidzam Mahamad Malek Ahmad Theeb Almomani Abdullahi Abubakar Imam Ganesh M. Kumar Rank Aggregation Based Multi-filter Feature Selection Method for Software Defect Prediction. 371-383 2020 ACeS https://doi.org/10.1007/978-981-33-6835-4_25 conf/aces/2020 db/conf/aces/aces2020.html#BalogunBAMAIK20 Abdullateef Oluwagbemiga Balogun Shuib Basri Said Jadid Abdulkadir Saipunidzam Mahamad Malek Ahmad Theeb Almomani Amos Orenyi Bajeh Ammar K. Alazzawi Search-Based Wrapper Feature Selection Methods in Software Defect Prediction: An Empirical Analysis. 492-503 2020 CSOC (1) https://doi.org/10.1007/978-3-030-51965-0_43 conf/csoc/2020-1 db/conf/csoc/csoc2020-1.html#BalogunBAMABA20 Luiz Fernando Capretz Shuib Basri Maythem Adili Aamir Amin What Malaysian Software Students Think about Testing? 195-196 2020 ICSE (Workshops) https://doi.org/10.1145/3387940.3392167 https://www.wikidata.org/entity/Q130890714 conf/icse/2020w db/conf/icse/icse2020w.html#CapretzBAA20

Arif Raza Luiz Fernando Capretz Shuib Basri An Empirical Study of User Support Tools in Open Source Software. 2020 abs/2005.10169 CoRR https://arxiv.org/abs/2005.10169 db/journals/corr/corr2005.html#abs-2005-10169

Luiz Fernando Capretz Shuib Basri Maythem Adili Aamir Amin What Malaysian Software Students Think about Testing? 2020 abs/2007.12632 CoRR https://arxiv.org/abs/2007.12632 db/journals/corr/corr2007.html#abs-2007-12632

Abdullahi Abubakar Imam Shuib Basri Rohiza Ahmad María Teresa González-Aparicio Literature Review on Database Design Testing Techniques. 1-13 2019 CSOC (1) https://doi.org/10.1007/978-3-030-19807-7_1 conf/csoc/2019-1 db/conf/csoc/csoc2019-1.html#ImamBAG19 Ammar K. Alazzawi Helmi Md Rais Shuib Basri Hybrid Artificial Bee Colony Algorithm for t-Way Interaction Test Suite Generation. 192-199 2019 CSOC (1) https://doi.org/10.1007/978-3-030-19807-7_19 conf/csoc/2019-1 db/conf/csoc/csoc2019-1.html#AlazzawiRB19 Shuib Basri Thangiah Murugan Dhanapal Durai Dominic Validating the Conceptual Framework with Exploratory Testing. 305-317 2019 CSOC (1) https://doi.org/10.1007/978-3-030-19807-7_30 conf/csoc/2019-1 db/conf/csoc/csoc2019-1.html#BasriMD19 Arif Raza Luiz Fernando Capretz Shuib Bin Basri An Empirical Study of User Support Tools in Open Source Software. 964-968 2019 ICCA https://doi.org/10.1109/ICCA.2019.8899935 conf/icca/2019 db/conf/icca/icca2019.html#RazaCB19 Shuib Basri Malek Ahmad Theeb Almomani Abdullahi Abubakar Imam Thangiah Murugan Abdul Rehman Gilal Abdullateef Oluwagbemiga Balogun The Organisational Factors of Software Process Improvement in Small Software Industry: Comparative Study. 1132-1143 2019 IRICT https://doi.org/10.1007/978-3-030-33582-3_106 conf/irict/2019 db/conf/irict/irict2019.html#BasriAIMGB19

Abdullahi Abubakar Imam Shuib Bin Basri Rohiza Ahmad Junzu Watada María Teresa González-Aparicio Automatic schema suggestion model for NoSQL document-stores databases. 46 2018 5 J. Big Data https://doi.org/10.1186/s40537-018-0156-1 db/journals/jbd/jbd5.html#ImamBAWG18

Abdul Rehman Gilal Jafreezal Jaafar Luiz Fernando Capretz Mazni Omar Shuib Basri Izzatdin Abdul Aziz Finding an effective classification technique to develop a software team composition model. 2018 30 J. Softw. Evol. Process. 1 https://doi.org/10.1002/smr.1920 db/journals/smr/smr30.html#GilalJCOBA18

Malek Ahmad Theeb Almomani Shuib Basri Abdul Rehman Gilal Empirical study of software process improvement in Malaysian small and medium enterprises: The human aspects. 2018 30 J. Softw. Evol. Process. 10 https://doi.org/10.1002/smr.1953 db/journals/smr/smr30.html#AlmomaniBG18

Abdul Rehman Gilal Jafreezal Jaafar Ahsanullah Abro Mazni Omar Shuib Basri Muhammad Qaiser Saleem Effective Personality Preferences of Software Programmer: A Systematic Review. 1399-1416 2017 33 J. Inf. Sci. Eng. 6 https://jise.iis.sinica.edu.tw/JISESearch/pages/View/PaperView.jsf?keyId=159_2086 db/journals/jise/jise33.html#GilalJAOBS17

Abdul Rehman Gilal Jafreezal Jaafar Ahsanullah Abro Waheed Ali Umrani Shuib Basri Mazni Omar Making Programmer Effective for Software Development Teams: An Extended Study. 1447-1463 2017 33 J. Inf. Sci. Eng. 6 https://jise.iis.sinica.edu.tw/JISESearch/pages/View/PaperView.jsf?keyId=159_2090 db/journals/jise/jise33.html#GilalJAUBO17

Abu Zarin Zulkafli Shuib Bin Basri Rohiza Ahmad Abdullahi Abubakar Imam A Framework for Image Synchronization from Mobile NoSQL Database to Server-Side SQL Database. 179-191 2017 CSOC (3) https://doi.org/10.1007/978-3-319-57141-6_19 conf/csoc/2017-3 db/conf/csoc/csoc2017-3.html#ZulkafliBAI17

Abdul Rehman Gilal Jafreezal Jaafar Mazni Omar Shuib Basri Ahmad Waqas A rule-based model for software development team composition: Team leader role with personality types and gender classification. 105-113 2016 74 Inf. Softw. Technol. https://doi.org/10.1016/j.infsof.2016.02.007 https://www.wikidata.org/entity/Q113317220 db/journals/infsof/infsof74.html#GilalJOBW16

Abdullahi Abubakar Imam Shuib Bin Basri Rohiza binti Ahmad Synchronization Algorithm for Remote Heterogeneous Database Environment. 55-65 2015 CSOC (2) https://doi.org/10.1007/978-3-319-18473-9_6 conf/csoc/2015-3 db/conf/csoc/csoc2015-3.html#ImamBA15 Abdul Rehman Gilal Jafreezal Jaafar Mazni Omar Shuib Basri Izzatdin Abdul Aziz A Set of Rules for Constructing Gender-Based Personality Types' Composition for Software Programmer. 363-374 2015 DaEng https://doi.org/10.1007/978-981-13-1799-6_38 conf/daeng/2015 db/conf/daeng/daeng2015.html#GilalJOBA15 Malek Ahmad Theeb Almomani Shuib Basri Ahmad Kamil Bin Mahmood Amos Orenyi Bajeh Software Development Practices and Problems in Malaysian Small and Medium Software Enterprises: A Pilot Study. 1-5 2015 ICITCS https://doi.org/10.1109/ICITCS.2015.7293018 https://doi.ieeecomputersociety.org/10.1109/ICITCS.2015.7293018 conf/icitcs/2015 db/conf/icitcs/icitcs2015.html#AlmomaniBMB15

Rory V. O'Connor Shuib Basri Understanding the Role of Knowledge Management in Software Development: A Case Study in Very Small Companies. 39-52 2014 4 Int. J. Syst. Serv. Oriented Eng. 1 https://doi.org/10.4018/ijssoe.2014010103 db/journals/ijssoe/ijssoe4.html#OConnorB14

Mohammed Ateeq Alanezi Ahmad Kamil Mahmood Shuib Basri E-Government Service Quality: A Qualitative Evaluation in the Case of Saudi Arabia. 1-20 2012 54 Electron. J. Inf. Syst. Dev. Ctries. 1 https://doi.org/10.1002/j.1681-4835.2012.tb00382.x db/journals/ejisdc/ejisdc54.html#AlaneziMB12

Rory O'Connor Shuib Basri The Effect of Team Dynamics on Software Development Process Improvement. 13-26 2012 3 Int. J. Hum. Cap. Inf. Technol. Prof. 3 https://doi.org/10.4018/jhcitp.2012070102 db/journals/ijhcitp/ijhcitp3.html#OConnorB12

Shuib Basri Rory V. O'Connor Software Development Team Dynamics in SPI: A VSE Context. 1-8 2012 APSEC Workshops https://doi.org/10.1109/APSEC.2012.26 conf/apsec/2012w db/conf/apsec/apsec2012w.html#BasriO12 Shuib Basri Rory V. O'Connor A Study of Software Development Team Dynamics in SPI. 143-154 2011 EuroSPI https://doi.org/10.1007/978-3-642-22206-1_13 conf/eurospi/2011 db/conf/eurospi/eurospi2011.html#BasriO11 Abdullahi Mohamud Sharif Shuib Basri Software Risk Assessment: A Review on Small and Medium Software Projects. 214-224 2011 ICSECS (2) https://doi.org/10.1007/978-3-642-22191-0_19 conf/icsecs/2011-2 db/conf/icsecs/icsecs2011-2.html#SharifB11 Aamir Amin Shuib Basri Mohd Fadzil Hassan 0001 Mubashir Rehman Occupational stress, knowledge sharing and GSD communication barriers as predictors of software engineer's creativity. 394-398 2011 IEEM https://doi.org/10.1109/IEEM.2011.6117946 conf/ieem/2011 db/conf/ieem/ieem2011.html#AminBHR11 Naseebullah Shuib Bin Basri P. D. D. Dominic Muhammad Jehangir Organizational e-readiness impact on E-procurement implementation. 605-609 2011 IEEM https://doi.org/10.1109/IEEM.2011.6117988 conf/ieem/2011 db/conf/ieem/ieem2011.html#NaseebullahBDJ11 Shuib Basri Rory V. O'Connor The Impact of Software Development Team Dynamics on the Knowledge Management Process(S). 339-342 2011 SEKE conf/seke/2011 db/conf/seke/seke2011.html#BasriO11 Naseebullah Shuib Bin Basri P. D. D. Dominic Muhammad Jehangir Khan A Framework of Organizational E-Readiness Impact on E-Procurement Implementation. 240-245 2011 SPICE https://doi.org/10.1007/978-3-642-21233-8_30 conf/spice/2011 db/conf/spice/spice2011.html#NaseebullahBDK11 Shuib Basri Rory O'Connor Understanding the Perception of Very Small Software Companies towards the Adoption of Process Standards. 153-164 2010 EuroSPI https://doi.org/10.1007/978-3-642-15666-3_14 conf/eurospi/2010 db/conf/eurospi/eurospi2010.html#BasriO10 Rory O'Connor Shuib Basri Gerry Coleman Exploring Managerial Commitment towards SPI in Small and Very Small Enterprises. 268-279 2010 EuroSPI https://doi.org/10.1007/978-3-642-15666-3_24 conf/eurospi/2010 db/conf/eurospi/eurospi2010.html#OConnorBC10 Said Jadid Abdulkadir Ahsanullah Abro Shamsuddeen Adamu Victor Elijah Adeyemo Maythem Adili Rohiza AhmadRohiza binti Ahmad Faheem Ahmed Rehan Akbar Abimbola Ganiyat Akintola Qasem Al-Tashi Mohammed Ateeq Alanezi Ammar K. AlazzawiAmmar Kareem Alazzawi Saiqa Aleem Dahiru Adamu Aliyu Garba Aliyu Malek Ahmad Theeb Almomani Omar Almomani Yazan A. Alsariera Aamir Amin Izzatdin Abdul Aziz Putri Emieldza Balqis Azmi Yahia Baashar Amos Orenyi Bajeh Abdullateef Oluwagbemiga BalogunAbdullateef Balogun Luiz Fernando Capretz Gerry Coleman P. Dhanapal Durai DominicDhanapal Durai DominicP. D. D. Dominic Fatin Fakhira Fahrurazi Abdul Rehman Gilal María Teresa González-Aparicio Muhammad Awais Shakir Goraya Ahmad Sobri Hashim Mohd. Fadzil Hassan 0001Mohd Fadzil Hassan 0001 Moath Husni Abdullahi Abubakar Imam Abubakar Abdullahi Imam Jafreezal Jaafar Muhammad JehangirMuhammad Jehangir Khan Jingdong Jia Arif Ali Khan Ganesh M. Kumar Ibrahim Muhammad Kurah Sadiq Musa Liman Saipunidzam Mahamad Ahmad Kamil MahmoodAhmad Kamil Bin Mahmood Hussaini Mamman Hammed Adeleye Mojeed Thangiah Murugan Abdul Ghani Naim Naseebullah Rory O'ConnorRory V. O'Connor Mazni Omar Rafiat Ajibade Oyekunle Mobashar Rahman Helmi Md Rais Arif Raza Mobashar RehmanMubashir Rehman Muhammad Qaiser Saleem Muhammad Farooq Shabbir Abdullahi Mohamud Sharif Waheed Ali Umrani Fatima Enehezei Usman-Hamza Amirudin Abdul Wahab Ahmad Waqas Junzu Watada Pradeep Waychal Abu Zarin Zulkafli