{"id":"https://openalex.org/W4411136991","doi":"https://doi.org/10.1186/s40537-025-01205-7","title":"Multi strategy Horned Lizard Optimization Algorithm for complex optimization and advanced feature selection problems","display_name":"Multi strategy Horned Lizard Optimization Algorithm for complex optimization and advanced feature selection problems","publication_year":2025,"publication_date":"2025-06-09","ids":{"openalex":"https://openalex.org/W4411136991","doi":"https://doi.org/10.1186/s40537-025-01205-7"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-025-01205-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01205-7","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01205-7","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01205-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027679413","display_name":"Marwa M. Emam","orcid":null},"institutions":[{"id":"https://openalex.org/I89466785","display_name":"Minia University","ror":"https://ror.org/02hcv4z63","country_code":"EG","type":"education","lineage":["https://openalex.org/I89466785"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Marwa M. Emam","raw_affiliation_strings":["Faculty of Computers and Information, Minia University, Minia, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Minia University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076027980","display_name":"Mosa E. Hosney","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mosa E. Hosney","raw_affiliation_strings":["Faculty of Computers and Information, Luxor University, Luxor, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Luxor University, Luxor, Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021159901","display_name":"Reham R. Mostafa","orcid":"https://orcid.org/0000-0001-6917-7873"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]},{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["AE","EG"],"is_corresponding":false,"raw_author_name":"Reham R. Mostafa","raw_affiliation_strings":["Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","Research Institute of Sciences and Engineering (RISE), University of Sharjah, 27272, Sharjah, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Systems Department, Faculty of Computers and Information Sciences, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]},{"raw_affiliation_string":"Research Institute of Sciences and Engineering (RISE), University of Sharjah, 27272, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056436780","display_name":"Essam H. Houssein","orcid":"https://orcid.org/0000-0002-8127-7233"},"institutions":[{"id":"https://openalex.org/I89466785","display_name":"Minia University","ror":"https://ror.org/02hcv4z63","country_code":"EG","type":"education","lineage":["https://openalex.org/I89466785"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Essam H. Houssein","raw_affiliation_strings":["Faculty of Computers and Information, Minia University, Minia, Egypt","Minia National University, Minia, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Information, Minia University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]},{"raw_affiliation_string":"Minia National University, Minia, Egypt","institution_ids":["https://openalex.org/I89466785"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5056436780"],"corresponding_institution_ids":["https://openalex.org/I89466785"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":10.4757,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97878092,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7918707132339478},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.629084587097168},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6159199476242065},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.6136845350265503},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.5795776844024658},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4530477523803711},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4504361152648926},{"id":"https://openalex.org/keywords/lizard","display_name":"Lizard","score":0.4283737540245056},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3603876829147339},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3389657139778137},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.25148648023605347},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2506798505783081},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11038738489151001},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.053206294775009155}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7918707132339478},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.629084587097168},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6159199476242065},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.6136845350265503},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.5795776844024658},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4530477523803711},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4504361152648926},{"id":"https://openalex.org/C2777871726","wikidata":"https://www.wikidata.org/wiki/Q15879","display_name":"Lizard","level":2,"score":0.4283737540245056},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3603876829147339},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3389657139778137},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.25148648023605347},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2506798505783081},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11038738489151001},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.053206294775009155},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-025-01205-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01205-7","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01205-7","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c3e31da45abe4e0a899bec0689aa7b2e","is_oa":true,"landing_page_url":"https://doaj.org/article/c3e31da45abe4e0a899bec0689aa7b2e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 12, Iss 1, Pp 1-45 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-025-01205-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01205-7","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01205-7","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321655","display_name":"Science and Technology Development Fund","ror":"https://ror.org/044vr6g03"},{"id":"https://openalex.org/F4320327648","display_name":"Minia University","ror":"https://ror.org/02hcv4z63"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411136991.pdf","grobid_xml":"https://content.openalex.org/works/W4411136991.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W902105996","https://openalex.org/W2006327656","https://openalex.org/W2024352272","https://openalex.org/W2049450500","https://openalex.org/W2061438946","https://openalex.org/W2077792286","https://openalex.org/W2082012602","https://openalex.org/W2109364787","https://openalex.org/W2290883490","https://openalex.org/W2517600007","https://openalex.org/W2767637255","https://openalex.org/W2910232405","https://openalex.org/W2919979744","https://openalex.org/W2982453621","https://openalex.org/W2994105005","https://openalex.org/W2997982564","https://openalex.org/W3001998614","https://openalex.org/W3007689421","https://openalex.org/W3014400973","https://openalex.org/W3014974411","https://openalex.org/W3096616939","https://openalex.org/W3105981160","https://openalex.org/W3133774413","https://openalex.org/W3134651880","https://openalex.org/W3135387830","https://openalex.org/W3136581438","https://openalex.org/W3154719286","https://openalex.org/W3155707014","https://openalex.org/W3166259017","https://openalex.org/W3167375140","https://openalex.org/W3169902780","https://openalex.org/W3209790225","https://openalex.org/W4206081481","https://openalex.org/W4223531514","https://openalex.org/W4224258320","https://openalex.org/W4224290700","https://openalex.org/W4282932342","https://openalex.org/W4285602720","https://openalex.org/W4308042171","https://openalex.org/W4310138322","https://openalex.org/W4320487090","https://openalex.org/W4360995479","https://openalex.org/W4362590654","https://openalex.org/W4366824900","https://openalex.org/W4366963842","https://openalex.org/W4379878716","https://openalex.org/W4384694573","https://openalex.org/W4386295742","https://openalex.org/W4386860409","https://openalex.org/W4386913854","https://openalex.org/W4388840636","https://openalex.org/W4389623301","https://openalex.org/W4391881477","https://openalex.org/W4392130001","https://openalex.org/W4396634096","https://openalex.org/W4400038529","https://openalex.org/W4400187606","https://openalex.org/W4400198199","https://openalex.org/W4401281174","https://openalex.org/W4401479471","https://openalex.org/W4401733243","https://openalex.org/W4402800090","https://openalex.org/W4403490153","https://openalex.org/W4404243578","https://openalex.org/W4404315108","https://openalex.org/W4404511786","https://openalex.org/W4405693962","https://openalex.org/W4406732486","https://openalex.org/W4407330542","https://openalex.org/W6788247690"],"related_works":["https://openalex.org/W4242209921","https://openalex.org/W3011441092","https://openalex.org/W4239986837","https://openalex.org/W2339375358","https://openalex.org/W2741763204","https://openalex.org/W2181547115","https://openalex.org/W4249604825","https://openalex.org/W2895604512","https://openalex.org/W4237463852","https://openalex.org/W2108404121"],"abstract_inverted_index":{"Abstract":[0],"Feature":[1],"selection":[2,265],"(FS)":[3],"is":[4,79,113,199],"a":[5,17,30,55,80,108,119,139,157,236,258],"critical":[6],"process":[7],"in":[8,124,246],"classification":[9,27,233],"tasks":[10],"within":[11],"artificial":[12],"intelligence,":[13],"aimed":[14],"at":[15],"identifying":[16],"minimal":[18,109],"yet":[19,238],"highly":[20,239],"informative":[21],"subset":[22],"of":[23,58,90,197,255],"features":[24,59],"to":[25,40,50,121,128,168],"maximize":[26],"accuracy.":[28],"As":[29],"combinatorial":[31],"NP-hard":[32],"problem,":[33],"FS":[34,45,130,248],"necessitates":[35],"using":[36,202],"powerful":[37,259],"metaheuristic":[38,82],"algorithms":[39,227],"serve":[41],"as":[42,257],"efficient":[43],"wrapper-based":[44],"strategies.":[46],"However,":[47],"when":[48],"applied":[49],"high-dimensional":[51,247],"datasets":[52,215],"characterized":[53],"by":[54,115,165],"vast":[56],"number":[57],"and":[60,69,99,107,118,156,191,212,243,266],"limited":[61],"samples-these":[62],"methods":[63],"often":[64],"suffer":[65],"from":[66,207,216],"performance":[67],"degradation":[68],"increased":[70],"computational":[71],"costs.":[72],"The":[73,195],"Horned":[74],"Lizard":[75],"Optimization":[76],"Algorithm":[77],"(HLOA)":[78],"nature-inspired":[81],"that":[83,229],"mathematically":[84],"mimics":[85],"the":[86,173,180,185,208,217,253],"adaptive":[87],"defense":[88],"mechanisms":[89],"horned":[91],"lizards,":[92],"including":[93],"crypsis,":[94],"skin":[95],"color":[96],"modulation,":[97],"blood-squirting,":[98],"escape":[100,169],"movements.":[101],"While":[102],"HLOA":[103,142],"demonstrates":[104,228],"simplicity,":[105],"flexibility,":[106],"parameter":[110],"set,":[111],"it":[112],"hindered":[114],"slow":[116],"convergence":[117,190],"tendency":[120],"become":[122],"trapped":[123],"local":[125,170],"optima,":[126,171],"leading":[127],"suboptimal":[129],"performance.":[131],"To":[132],"address":[133],"these":[134],"limitations,":[135],"this":[136],"paper":[137],"introduces":[138],"Multi-Strategy":[140],"Enhanced":[141],"(mHLOA),":[143],"integrating":[144],"three":[145],"novel":[146],"enhancement":[147],"strategies:":[148],"Local":[149],"Escaping":[150],"Operator":[151],"(LEO),":[152],"Orthogonal":[153],"Learning":[154,220],"(OL),":[155],"RIME":[158,174],"diversification":[159],"mechanism.":[160],"LEO":[161],"enhances":[162],"population":[163],"diversity":[164],"enabling":[166],"solutions":[167],"while":[172],"operator":[175],"improves":[176],"exploration":[177],"capabilities.":[178],"Additionally,":[179],"OL":[181],"disturbance":[182],"mechanism":[183],"refines":[184],"search":[186],"process,":[187],"ensuring":[188],"better":[189],"preventing":[192],"premature":[193],"stagnation.":[194],"efficacy":[196],"mHLOA":[198,230,256],"rigorously":[200],"evaluated":[201],"12":[203],"complex":[204,267],"benchmark":[205],"functions":[206],"CEC\u201922":[209],"test":[210],"suite":[211],"14":[213],"standard":[214],"UCI":[218],"Machine":[219],"Repository.":[221],"Comparative":[222],"analysis":[223],"against":[224],"recent":[225],"state-of-the-art":[226],"achieves":[231],"superior":[232],"accuracy,":[234],"selects":[235],"reduced":[237],"effective":[240],"feature":[241,264],"subset,":[242],"exhibits":[244],"robustness":[245],"tasks.":[249],"These":[250],"findings":[251],"affirm":[252],"potential":[254],"optimization":[260,268],"framework":[261],"for":[262],"advanced":[263],"problems.":[269]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
