{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:30:40Z","timestamp":1763343040951,"version":"3.45.0"},"reference-count":29,"publisher":"Tech Science Press","issue":"3","license":[{"start":{"date-parts":[[2025,5,25]],"date-time":"2025-05-25T00:00:00Z","timestamp":1748131200000},"content-version":"vor","delay-in-days":144,"URL":"https:\/\/doi.org\/10.32604\/TSP-CROSSMARKPOLICY"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2025]]},"DOI":"10.32604\/cmc.2025.061532","type":"journal-article","created":{"date-parts":[[2025,3,31]],"date-time":"2025-03-31T04:58:28Z","timestamp":1743397108000},"page":"4879-4898","update-policy":"https:\/\/doi.org\/10.32604\/tsp-crossmarkpolicy","source":"Crossref","is-referenced-by-count":0,"title":["A Feature Selection Method for Software Defect Prediction Based on Improved Beluga Whale Optimization Algorithm"],"prefix":"10.32604","volume":"83","author":[{"given":"Shaoming","family":"Qiu","sequence":"first","affiliation":[]},{"given":"Jingjie","family":"He","sequence":"additional","affiliation":[]},{"given":"Yan","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Bicong","family":"E","sequence":"additional","affiliation":[]}],"member":"17807","published-online":{"date-parts":[[2025]]},"reference":[{"key":"ref1","doi-asserted-by":"crossref","first-page":"104773","DOI":"10.1016\/j.engappai.2022.104773","article-title":"A systematic literature review on software defect prediction using artificial intelligence: datasets, data validation methods, approaches, and tools","volume":"111","author":"Pachouly","year":"2022","journal-title":"Eng Appl Artif Intell"},{"key":"ref2","doi-asserted-by":"crossref","first-page":"20","DOI":"10.4018\/IJKSS.2020040102","article-title":"Comparison of machine learning techniques for software quality prediction","volume":"11","author":"Goyal","year":"2020","journal-title":"Int J Knowl Syst Sci"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"118697","DOI":"10.1109\/ACCESS.2022.3221184","article-title":"Cross-project defect prediction: a literature review","volume":"10","author":"Pal","year":"2022","journal-title":"IEEE Access"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3567550","article-title":"A systematic survey of just-in-time software defect prediction","volume":"55","author":"Zhao","year":"2023","journal-title":"ACM Comput Surv"},{"key":"ref5","first-page":"2185","article-title":"Software fault prediction using lion optimization algorithm","volume":"13","author":"Goyal","year":"2021","journal-title":"Int Inf Technol"},{"key":"ref6","first-page":"1","article-title":"A novel software defect prediction model using two-phase grey wolf optimisation for feature selection","author":"Malhotra","year":"2024","journal-title":"Cluster Comput"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"12201","DOI":"10.1007\/s00521-019-04368-6","article-title":"Feature selection using binary grey wolf optimizer with elite-based crossover for Arabic text classification","volume":"32","author":"Chantar","year":"2020","journal-title":"Neural Comput Appl"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"2250161","DOI":"10.1142\/S0218126622501614","article-title":"Genetic evolution-based feature selection for software defect prediction using SVMs","volume":"31","author":"Goyal","year":"2022","journal-title":"J Circuits Syst Comput"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"2438","DOI":"10.3390\/math11112438","article-title":"Feature selection using golden jackal optimization for software fault prediction","volume":"11","author":"Das","year":"2023","journal-title":"Mathematics"},{"key":"ref10","first-page":"1","article-title":"A new binary chaos-based metaheuristic algorithm for software defect prediction","author":"Arasteh","year":"2024","journal-title":"Cluster Comput"},{"key":"ref11","doi-asserted-by":"crossref","first-page":"120573","DOI":"10.1016\/j.eswa.2023.120573","article-title":"Bug severity classification in software using ant colony optimization based feature weighting technique","volume":"230","author":"Kukkar","year":"2023","journal-title":"Expert Syst Appl"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"10925","DOI":"10.1007\/s10586-017-1235-3","article-title":"Feature selection using firefly algorithm in software defect prediction","volume":"22","author":"Anbu","year":"2019","journal-title":"Clust Comput"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"109336","DOI":"10.1016\/j.compeleceng.2024.109336","article-title":"A software defect prediction method using binary gray wolf optimizer and machine learning algorithms","volume":"118","author":"Wang","year":"2024","journal-title":"Comput Electr Eng"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"e4953","DOI":"10.1002\/ett.4953","article-title":"Mutation boosted salp swarm optimizer meets rough set theory: a novel approach to software defect detection","volume":"35","author":"Sekaran","year":"2024","journal-title":"Trans Emerg Telecomm Technol"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1002\/spe.2784","article-title":"Software fault prediction using particle swarm algorithm with genetic algorithm and support vector machine classifier","volume":"50","author":"Alsghaier","year":"2020","journal-title":"Softw Pract Exp"},{"key":"ref16","doi-asserted-by":"crossref","first-page":"17405","DOI":"10.1007\/s11042-016-3907-z","article-title":"A novel chaos optimization algorithm","volume":"76","author":"Feng","year":"2017","journal-title":"Multimed Tools Appl"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"109215","DOI":"10.1016\/j.knosys.2022.109215","article-title":"Beluga whale optimization: a novel nature-inspired metaheuristic algorithm","volume":"251","author":"Zhong","year":"2022","journal-title":"Knowl Based Syst"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"4677","DOI":"10.1103\/PhysRevE.49.4677","article-title":"Fast, accurate algorithm for numerical simulation of Levy stable stochastic processes","volume":"49","author":"Mantegna","year":"1994","journal-title":"Phys Rev E"},{"key":"ref19","series-title":"2014 IEEE 17th International Conference on Computational Science and Engineering","first-page":"994","article-title":"Improving prediction robustness of VAB-SVM for cross-project defect prediction","author":"Ryu","year":"2014"},{"key":"ref20","doi-asserted-by":"crossref","DOI":"10.1201\/b17461","author":"Fenton","year":"2014","journal-title":"Software metrics: a rigorous and practical approach"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"863","DOI":"10.1613\/jair.1.11192","article-title":"SMOTE for learning from imbalanced data: progress and challenges, marking the 15-year anniversary","volume":"61","author":"Fern\u00e1ndez","year":"2018","journal-title":"J Artif Intell Res"},{"key":"ref22","article-title":"Fed-OLF: federated oversampling learning framework for imbalanced software defect prediction under privacy protection","author":"Hu","year":"2025","journal-title":"IEEE Trans Reliab"},{"key":"ref23","first-page":"1","article-title":"Software defect prediction based on multi-filter wrapper feature selection and deep neural network with attention mechanism","volume":"2025","author":"Malhotra","year":"2025","journal-title":"Neural Comput Appl"},{"key":"ref24","first-page":"1","article-title":"Enhanced software defect prediction using krill herd algorithm with stacked LSTM with attention mechanism","volume":"2024","author":"Vasishth","year":"2024","journal-title":"Int J Syst Assur Eng Manag"},{"key":"ref25","first-page":"647","article-title":"Feature selection for SVMs","author":"Weston","year":"2000","journal-title":"Adv Neural Inf Process Syst"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"584","DOI":"10.1016\/j.patcog.2009.09.003","article-title":"Optimal feature selection for support vector machines","volume":"43","author":"Nguyen","year":"2010","journal-title":"Pattern Recognit"},{"key":"ref27","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","article-title":"Random forests","volume":"45","author":"Breiman","year":"2001","journal-title":"Mach Learn"},{"key":"ref28","doi-asserted-by":"crossref","first-page":"554","DOI":"10.1016\/j.asoc.2013.08.014","article-title":"Cost-sensitive decision tree ensembles for effective imbalanced classification","volume":"14","author":"Krawczyk","year":"2014","journal-title":"Appl Soft Comput"},{"key":"ref29","series-title":"2017 IEEE International Conference on Cybernetics and Computational Intelligence (CyberneticsCom)","first-page":"19","article-title":"Software metrics for fault prediction using machine learning approaches: a literature review with PROMISE repository dataset","author":"Meiliana","year":"2017"}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-83-3\/TSP_CMC_61532\/TSP_CMC_61532.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T01:27:43Z","timestamp":1763342863000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v83n3\/60991"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":29,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2025.061532","relation":{},"ISSN":["1546-2226"],"issn-type":[{"type":"electronic","value":"1546-2226"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"2024-11-26","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-02-21","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-05-19","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}