{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T10:41:05Z","timestamp":1781520065605,"version":"3.54.1"},"reference-count":54,"publisher":"World Scientific Pub Co Pte Ltd","issue":"04","funder":[{"name":"2020 Guangzhou College of Technology and Business School-level Quality Engineering Construction","award":["ZL20201243"],"award-info":[{"award-number":["ZL20201243"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Info. Tech. Dec. Mak."],"published-print":{"date-parts":[[2023,7]]},"abstract":"<jats:p> Combinatorial metaheuristic optimization algorithms have newly become a remarkable domain for handling real-world and engineering design optimization problems. In this paper, the Whale Optimization Algorithm (WOA) and the Woodpecker Mating Algorithm (WMA) are combined as HWMWOA. WOA is an effective algorithm with the advantage of global searching ability, where the control parameters are very less. But WOA is more probable to get trapped in the local optimum points and miss diversity of population, therefore suffering from premature convergence. The fundamental goal of the HWMWOA algorithm is to overcome the drawbacks of WOA. This betterment includes three basic mechanisms. First, a modified position update equation of WMA by efficient exploration ability is embedded into HWMWOA. Second, a new self-regulation Cauchy mutation operator is allocated to the proposed hybrid method. Finally, an arithmetic spiral movement with a novel search guide pattern is used in the suggested HWMWOA algorithm. The efficiency of the suggested algorithm is appraised over 48 test functions, and the optimal outcomes are compared with 15 most popular and newest metaheuristic optimization algorithms. Moreover, the HWMWOA algorithm is applied for simultaneously optimizing the parameters of SVM (Support Vector Machine) and feature weighting to handle the data classification problem on several real-world datasets from the UCI database. The outcomes prove the superiority of the suggested hybrid algorithm compared to both WOA and WMA. In addition, the results represent that the HWMWOA algorithm outperforms other efficient techniques impressively. <\/jats:p>","DOI":"10.1142\/s0219622022500675","type":"journal-article","created":{"date-parts":[[2022,8,31]],"date-time":"2022-08-31T14:25:13Z","timestamp":1661955913000},"page":"1195-1252","source":"Crossref","is-referenced-by-count":61,"title":["HWMWOA: A Hybrid WMA\u2013WOA Algorithm with Adaptive Cauchy Mutation for Global Optimization and Data Classification"],"prefix":"10.1142","volume":"22","author":[{"given":"Jiali","family":"Zhang","sequence":"first","affiliation":[{"name":"College of Engineering, Guangzhou College of Technology and Business, Guangzhou, Guangdong 510800, P.\u00a0R.\u00a0China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Haichan","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Network Technology, Software Engineering Institute of Guangzhou, Guangzhou, Guangdong 510990, P.\u00a0R.\u00a0China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5790-9897","authenticated-orcid":false,"given":"Morteza Karimzadeh","family":"Parizi","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Faculty of Shahid Chamran, Kerman Branch, Technical and Vocational University (TVU), Kerman, Iran"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"219","published-online":{"date-parts":[[2022,10,27]]},"reference":[{"key":"S0219622022500675BIB001","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622021500176"},{"key":"S0219622022500675BIB002","doi-asserted-by":"crossref","first-page":"109599","DOI":"10.1016\/j.automatica.2021.109599","volume":"129","author":"Kou G.","year":"2021","journal-title":"Automatica"},{"key":"S0219622022500675BIB003","doi-asserted-by":"crossref","first-page":"919","DOI":"10.3233\/JIFS-201075","volume":"40","author":"Parizi M. K.","year":"2021","journal-title":"Journal of Intelligent & Fuzzy Systems"},{"key":"S0219622022500675BIB004","doi-asserted-by":"crossref","first-page":"113377","DOI":"10.1016\/j.eswa.2020.113377","volume":"152","author":"Faramarzi A.","year":"2020","journal-title":"Expert Systems with Applications"},{"key":"S0219622022500675BIB005","doi-asserted-by":"crossref","first-page":"108532","DOI":"10.1016\/j.asoc.2022.108532","volume":"119","author":"Cui Y.","year":"2022","journal-title":"Applied Soft Computing"},{"key":"S0219622022500675BIB006","doi-asserted-by":"crossref","first-page":"6200","DOI":"10.1016\/j.ijhydene.2021.11.216","volume":"47","author":"Bai Q.","year":"2022","journal-title":"International Journal of Hydrogen Energy"},{"key":"S0219622022500675BIB007","doi-asserted-by":"crossref","first-page":"108538","DOI":"10.1016\/j.asoc.2022.108538","volume":"119","author":"Zhao X.","year":"2022","journal-title":"Applied Soft Computing"},{"key":"S0219622022500675BIB008","doi-asserted-by":"crossref","first-page":"116625","DOI":"10.1016\/j.eswa.2022.116625","volume":"197","author":"Murugan R.","year":"2022","journal-title":"Expert Systems with Applications"},{"key":"S0219622022500675BIB009","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1007\/s12652-021-02892-9","volume":"13","author":"Hussien A. G.","year":"2022","journal-title":"Journal of Ambient Intelligence and Humanized Computing"},{"key":"S0219622022500675BIB010","author":"Al-Betar M. A.","year":"2022","journal-title":"Journal of Ambient Intelligence and Humanized Computing"},{"key":"S0219622022500675BIB011","doi-asserted-by":"crossref","first-page":"740","DOI":"10.1007\/s11227-021-03915-0","volume":"78","author":"Abualigah L.","year":"2022","journal-title":"The Journal of Supercomputing"},{"key":"S0219622022500675BIB012","doi-asserted-by":"crossref","first-page":"125535","DOI":"10.1016\/j.amc.2020.125535","volume":"389","author":"Chou J.-S.","year":"2021","journal-title":"Applied Mathematics and Computation"},{"key":"S0219622022500675BIB013","doi-asserted-by":"crossref","first-page":"5011","DOI":"10.1007\/s00521-020-05296-6","volume":"33","author":"Al-Betar M. A.","year":"2021","journal-title":"Neural Computing and Applications"},{"key":"S0219622022500675BIB014","doi-asserted-by":"crossref","first-page":"105190","DOI":"10.1016\/j.knosys.2019.105190","volume":"191","author":"Faramarzi A.","year":"2020","journal-title":"Knowledge-Based Systems"},{"key":"S0219622022500675BIB015","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1016\/j.engappai.2019.01.001","volume":"80","author":"Shadravan S.","year":"2019","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"S0219622022500675BIB016","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/j.knosys.2018.11.024","volume":"165","author":"Dhiman G.","year":"2019","journal-title":"Knowledge-Based Systems"},{"key":"S0219622022500675BIB017","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1016\/j.engappai.2019.03.021","volume":"82","author":"Dhiman G.","year":"2019","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"S0219622022500675BIB018","doi-asserted-by":"crossref","first-page":"103541","DOI":"10.1016\/j.engappai.2020.103541","volume":"90","author":"Kaur S.","year":"2020","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"S0219622022500675BIB019","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/j.advengsoft.2016.01.008","volume":"95","author":"Mirjalili S.","year":"2016","journal-title":"Advances in Engineering Software"},{"key":"S0219622022500675BIB020","first-page":"137","volume":"11","author":"Parizi M. K.","year":"2020","journal-title":"International Journal of Nonlinear Analysis and Applications"},{"key":"S0219622022500675BIB021","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1109\/CEC.2013.6557555","volume-title":"Proc. 2013 IEEE Congr. Evolutionary Computation","author":"Tanabe R.","year":"2013"},{"key":"S0219622022500675BIB022","doi-asserted-by":"crossref","first-page":"372","DOI":"10.1109\/CEC.2017.7969336","volume-title":"Proc. 2017 IEEE Congr. Evolutionary Computation (CEC)","author":"Awad N. H.","year":"2017"},{"key":"S0219622022500675BIB023","doi-asserted-by":"crossref","first-page":"228","DOI":"10.1016\/j.knosys.2015.07.006","volume":"89","author":"Mirjalili S.","year":"2015","journal-title":"Knowledge-Based Systems"},{"key":"S0219622022500675BIB024","doi-asserted-by":"crossref","first-page":"9521","DOI":"10.1007\/s00521-019-04465-6","volume":"32","author":"Gupta S.","year":"2020","journal-title":"Neural Computing and Applications"},{"key":"S0219622022500675BIB025","doi-asserted-by":"crossref","first-page":"488","DOI":"10.1016\/j.jocs.2017.07.009","volume":"26","author":"Xia X.","year":"2018","journal-title":"Journal of Computational Science"},{"key":"S0219622022500675BIB026","doi-asserted-by":"crossref","first-page":"302","DOI":"10.1016\/j.neucom.2017.04.053","volume":"260","author":"Mafarja M. M.","year":"2017","journal-title":"Neurocomputing"},{"key":"S0219622022500675BIB027","doi-asserted-by":"crossref","DOI":"10.1002\/9780470496916","volume-title":"Metaheuristics: From Design to Implementation","author":"Talbi E.-G.","year":"2009"},{"key":"S0219622022500675BIB028","author":"Xiao H.","year":"2021","journal-title":"IEEE Transactions on Reliability"},{"key":"S0219622022500675BIB029","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1016\/j.asoc.2017.11.006","volume":"62","author":"Mafarja M.","year":"2018","journal-title":"Applied Soft Computing"},{"key":"S0219622022500675BIB030","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.apm.2019.02.004","volume":"71","author":"Chen H.","year":"2019","journal-title":"Applied Mathematical Modelling"},{"key":"S0219622022500675BIB031","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.swevo.2019.03.004","volume":"48","author":"Gharehchopogh F. S.","year":"2019","journal-title":"Swarm and Evolutionary Computation"},{"key":"S0219622022500675BIB032","doi-asserted-by":"crossref","first-page":"1982","DOI":"10.1007\/s10489-018-1362-4","volume":"49","author":"Luo J.","year":"2019","journal-title":"Applied Intelligence"},{"key":"S0219622022500675BIB033","first-page":"2629","volume-title":"Proc. 2019 IEEE 28th Int. Symp. Industrial Electronics (ISIE)","author":"Wang Z.","year":"2019"},{"key":"S0219622022500675BIB034","first-page":"221","volume":"4","author":"Parizi M. K.","year":"2021","journal-title":"International Journal of Industrial Electronics, Control and Optimization"},{"key":"S0219622022500675BIB035","doi-asserted-by":"crossref","first-page":"8718571","DOI":"10.1155\/2019\/8718571","volume":"2019","author":"Mohammed H. M.","year":"2019","journal-title":"Computational Intelligence and Neuroscience"},{"key":"S0219622022500675BIB036","doi-asserted-by":"crossref","first-page":"349","DOI":"10.24846\/v27i3y201810","volume":"27","author":"Engy E.","year":"2018","journal-title":"Studies in Informatics Control: With Emphasis on Useful Applications of Advanced Technology"},{"key":"S0219622022500675BIB038","first-page":"1094","volume":"25","author":"Kaveh A.","year":"2018","journal-title":"Scientia Iranica"},{"key":"S0219622022500675BIB039","doi-asserted-by":"crossref","first-page":"330","DOI":"10.1002\/ese3.821","volume":"9","author":"Li X.","year":"2021","journal-title":"Energy Science & Engineering"},{"key":"S0219622022500675BIB040","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1111\/coin.12397","volume":"37","author":"Mohammadzadeh H.","year":"2021","journal-title":"Computational Intelligence"},{"key":"S0219622022500675BIB041","doi-asserted-by":"crossref","first-page":"4345","DOI":"10.1007\/s12652-018-1112-9","volume":"10","author":"Elghamrawy S. M.","year":"2019","journal-title":"Journal of Ambient Intelligence and Humanized Computing"},{"key":"S0219622022500675BIB042","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.comcom.2020.05.020","volume":"159","author":"Maddikunta P. K. R.","year":"2020","journal-title":"Computer Communications"},{"key":"S0219622022500675BIB043","doi-asserted-by":"crossref","first-page":"106642","DOI":"10.1016\/j.asoc.2020.106642","volume":"95","author":"Abdel-Basset M.","year":"2020","journal-title":"Applied Soft Computing"},{"key":"S0219622022500675BIB044","doi-asserted-by":"crossref","first-page":"113216","DOI":"10.1016\/j.eswa.2020.113216","volume":"150","author":"Wang W.-C.","year":"2020","journal-title":"Expert Systems with Applications"},{"key":"S0219622022500675BIB045","doi-asserted-by":"crossref","first-page":"8720","DOI":"10.1109\/ACCESS.2020.2964222","volume":"8","author":"Choi T. J.","year":"2020","journal-title":"IEEE Access"},{"key":"S0219622022500675BIB047","doi-asserted-by":"crossref","first-page":"115352","DOI":"10.1016\/j.eswa.2021.115352","volume":"183","author":"Naruei","year":"2021","journal-title":"Expert Systems with Applications"},{"key":"S0219622022500675BIB048","doi-asserted-by":"crossref","first-page":"937","DOI":"10.1016\/j.ins.2005.02.003","volume":"176","author":"Van den Bergh F.","year":"2006","journal-title":"Information Sciences"},{"key":"S0219622022500675BIB049","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1007\/s10489-016-0843-6","volume":"46","author":"Phan A. V.","year":"2017","journal-title":"Applied Intelligence"},{"key":"S0219622022500675BIB050","series-title":"Advances in Intelligent Systems and Computing","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1007\/978-981-16-1056-1_35","volume-title":"Cognitive Informatics and Soft Computing","volume":"1317","author":"Khanday A. M. U. D.","year":"2021"},{"key":"S0219622022500675BIB051","doi-asserted-by":"crossref","first-page":"104015","DOI":"10.1016\/j.engappai.2020.104015","volume":"97","author":"Zhou J.","year":"2021","journal-title":"Engineering Applications of Artificial Intelligence"},{"key":"S0219622022500675BIB052","doi-asserted-by":"crossref","first-page":"106840","DOI":"10.1016\/j.asoc.2020.106840","volume":"98","author":"Liu M.-Z.","year":"2021","journal-title":"Applied Soft Computing"},{"key":"S0219622022500675BIB053","doi-asserted-by":"crossref","first-page":"113429","DOI":"10.1016\/j.dss.2020.113429","volume":"140","author":"Kou G.","year":"2021","journal-title":"Decision Support Systems"},{"key":"S0219622022500675BIB054","doi-asserted-by":"crossref","first-page":"923","DOI":"10.1080\/01605682.2019.1705193","volume":"72","author":"Wang H.","year":"2021","journal-title":"Journal of the Operational Research Society"},{"key":"S0219622022500675BIB055","doi-asserted-by":"crossref","first-page":"556","DOI":"10.1080\/02533839.2022.2078418","volume":"45","author":"Gong J.","year":"2022","journal-title":"Journal of the Chinese Institute of Engineers"},{"key":"S0219622022500675BIB056","doi-asserted-by":"crossref","first-page":"3391","DOI":"10.1109\/TSMC.2021.3068759","volume":"52","author":"Li G.","year":"2021","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics: Systems"}],"container-title":["International Journal of Information Technology &amp; Decision Making"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219622022500675","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,7,31]],"date-time":"2023-07-31T02:46:55Z","timestamp":1690771615000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219622022500675"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10,27]]},"references-count":54,"journal-issue":{"issue":"04","published-print":{"date-parts":[[2023,7]]}},"alternative-id":["10.1142\/S0219622022500675"],"URL":"https:\/\/doi.org\/10.1142\/s0219622022500675","relation":{},"ISSN":["0219-6220","1793-6845"],"issn-type":[{"value":"0219-6220","type":"print"},{"value":"1793-6845","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,10,27]]}}}