{"id":"https://openalex.org/W4392718960","doi":"https://doi.org/10.1515/jisys-2023-0267","title":"A systematic review of symbiotic organisms search algorithm for data clustering and predictive analysis","display_name":"A systematic review of symbiotic organisms search algorithm for data clustering and predictive analysis","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392718960","doi":"https://doi.org/10.1515/jisys-2023-0267"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2023-0267","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2023-0267","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0267/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"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 Intelligent Systems","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0267/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094130672","display_name":"Abbas Fadhil Jasim AL-Gburi","orcid":null},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Abbas Fadhil Jasim AL-Gburi","raw_affiliation_strings":["Faculty of Information Science & Technology, Universiti Kebangsaan Malaysia , Bangi , 43600 Selangor , Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Science & Technology, Universiti Kebangsaan Malaysia , Bangi , 43600 Selangor , Malaysia","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103036102","display_name":"Mohd Zakree Ahmad Nazri","orcid":"https://orcid.org/0000-0003-2267-4965"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Zakree Ahmad Nazri","raw_affiliation_strings":["Faculty of Information Science & Technology, Universiti Kebangsaan Malaysia , Bangi , 43600 Selangor , Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Science & Technology, Universiti Kebangsaan Malaysia , Bangi , 43600 Selangor , Malaysia","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035181407","display_name":"Mohd Ridzwan Yaakub","orcid":"https://orcid.org/0000-0001-6290-8346"},"institutions":[{"id":"https://openalex.org/I885383172","display_name":"National University of Malaysia","ror":"https://ror.org/00bw8d226","country_code":"MY","type":"education","lineage":["https://openalex.org/I885383172"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Ridzwan Bin Yaakub","raw_affiliation_strings":["Faculty of Information Science & Technology, Universiti Kebangsaan Malaysia , Bangi , 43600 Selangor , Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Science & Technology, Universiti Kebangsaan Malaysia , Bangi , 43600 Selangor , Malaysia","institution_ids":["https://openalex.org/I885383172"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062826520","display_name":"Zaid Abdi Alkareem Alyasseri","orcid":"https://orcid.org/0000-0003-4228-9298"},"institutions":[{"id":"https://openalex.org/I4210142005","display_name":"University of Kerbala","ror":"https://ror.org/0449bkp65","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210142005"]},{"id":"https://openalex.org/I4392021143","display_name":"University of Warith Al-Anbiyaa","ror":"https://ror.org/03ase0085","country_code":null,"type":"education","lineage":["https://openalex.org/I4392021143"]},{"id":"https://openalex.org/I47229656","display_name":"University of Kufa","ror":"https://ror.org/02dwrdh81","country_code":"IQ","type":"education","lineage":["https://openalex.org/I47229656"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Zaid Abdi Alkareem Alyasseri","raw_affiliation_strings":["College of Engineering, University of Warith Al-Anbiyaa , Karbala , 56001 , Iraq","Information Technology Research and Development Center (ITRDC), University of Kufa , Najaf , 54001 , Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, University of Warith Al-Anbiyaa , Karbala , 56001 , Iraq","institution_ids":["https://openalex.org/I4210142005","https://openalex.org/I4392021143"]},{"raw_affiliation_string":"Information Technology Research and Development Center (ITRDC), University of Kufa , Najaf , 54001 , Iraq","institution_ids":["https://openalex.org/I47229656"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5062826520","https://openalex.org/A5094130672"],"corresponding_institution_ids":["https://openalex.org/I4210142005","https://openalex.org/I4392021143","https://openalex.org/I47229656","https://openalex.org/I885383172"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":0.3067,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.63197425,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"33","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":0.9921000003814697,"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":0.9921000003814697,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9559000134468079,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9491999745368958,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8424075841903687},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7205260992050171},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5718686580657959},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5128205418586731},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49245700240135193},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.48473474383354187},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4693257212638855},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.4352284073829651},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4192125201225281},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3933299779891968},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3631677031517029},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0902259349822998}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8424075841903687},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7205260992050171},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5718686580657959},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5128205418586731},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49245700240135193},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.48473474383354187},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4693257212638855},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.4352284073829651},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4192125201225281},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3933299779891968},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3631677031517029},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0902259349822998},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2023-0267","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2023-0267","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0267/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"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 Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:25a0db704b474652bb2ed0311a8ffb4e","is_oa":false,"landing_page_url":"https://doaj.org/article/25a0db704b474652bb2ed0311a8ffb4e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Intelligent Systems, Vol 33, Iss 1, Pp 169-85 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2023-0267","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2023-0267","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0267/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"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 Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322699","display_name":"Universiti Kebangsaan Malaysia","ror":"https://ror.org/00bw8d226"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392718960.pdf"},"referenced_works_count":84,"referenced_works":["https://openalex.org/W1851861644","https://openalex.org/W2091638274","https://openalex.org/W2094074979","https://openalex.org/W2106956101","https://openalex.org/W2129121437","https://openalex.org/W2168130919","https://openalex.org/W2280115106","https://openalex.org/W2290883490","https://openalex.org/W2347804410","https://openalex.org/W2418514746","https://openalex.org/W2503549688","https://openalex.org/W2516181261","https://openalex.org/W2518804613","https://openalex.org/W2548158166","https://openalex.org/W2549738163","https://openalex.org/W2566610874","https://openalex.org/W2583603977","https://openalex.org/W2615068864","https://openalex.org/W2617569513","https://openalex.org/W2623214827","https://openalex.org/W2749905995","https://openalex.org/W2771464591","https://openalex.org/W2779478007","https://openalex.org/W2791186434","https://openalex.org/W2798481441","https://openalex.org/W2803478029","https://openalex.org/W2861829921","https://openalex.org/W2889083964","https://openalex.org/W2892074118","https://openalex.org/W2895758692","https://openalex.org/W2896780645","https://openalex.org/W2898339955","https://openalex.org/W2902753789","https://openalex.org/W2924372725","https://openalex.org/W2928269086","https://openalex.org/W2939863923","https://openalex.org/W2947064583","https://openalex.org/W2953450005","https://openalex.org/W2953927818","https://openalex.org/W2954956165","https://openalex.org/W2972093761","https://openalex.org/W2981123655","https://openalex.org/W2984389231","https://openalex.org/W2996095076","https://openalex.org/W3001347461","https://openalex.org/W3003170190","https://openalex.org/W3003866533","https://openalex.org/W3004410885","https://openalex.org/W3019913914","https://openalex.org/W3023025651","https://openalex.org/W3029383985","https://openalex.org/W3031264305","https://openalex.org/W3035623309","https://openalex.org/W3047617299","https://openalex.org/W3081733515","https://openalex.org/W3081786538","https://openalex.org/W3082096361","https://openalex.org/W3086873455","https://openalex.org/W3089306012","https://openalex.org/W3090540127","https://openalex.org/W3105266672","https://openalex.org/W3111214181","https://openalex.org/W3112428732","https://openalex.org/W3118615836","https://openalex.org/W3128381603","https://openalex.org/W3133761197","https://openalex.org/W3150913784","https://openalex.org/W3194904024","https://openalex.org/W3195106455","https://openalex.org/W3198691411","https://openalex.org/W3205103182","https://openalex.org/W3206083529","https://openalex.org/W3217604825","https://openalex.org/W4206268729","https://openalex.org/W4224256651","https://openalex.org/W4283067090","https://openalex.org/W4291008483","https://openalex.org/W4313403993","https://openalex.org/W4316015324","https://openalex.org/W4321617395","https://openalex.org/W4323047476","https://openalex.org/W4366180428","https://openalex.org/W4382583035","https://openalex.org/W6743446608"],"related_works":["https://openalex.org/W2052370551","https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W2076942471","https://openalex.org/W2515921780","https://openalex.org/W2863268765","https://openalex.org/W3027285423","https://openalex.org/W2896245927","https://openalex.org/W4205879366","https://openalex.org/W1961101704"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"recent":[2],"years,":[3],"the":[4,18,49,70,80,96,113,141,167,177,186,192,235,262,286,289,293],"field":[5],"of":[6,23,117,201,260],"data":[7,282],"analytics":[8,65],"has":[9,55],"witnessed":[10],"a":[11,58,127,198,269],"surge":[12],"in":[13,74,86,112,171,181,223],"innovative":[14],"techniques":[15],"to":[16,34,37,88,121,161,164],"handle":[17],"ever-increasing":[19],"volume":[20],"and":[21,42,63,102,148,169,183,194,219,228,238,247,292],"complexity":[22],"data.":[24],"Among":[25],"these,":[26],"nature-inspired":[27],"algorithms":[28,150],"have":[29,82,107],"gained":[30],"significant":[31],"attention":[32],"due":[33],"their":[35],"ability":[36],"efficiently":[38],"mimic":[39],"natural":[40],"processes":[41],"solve":[43],"intricate":[44],"problems.":[45,254],"One":[46],"such":[47,78],"algorithm,":[48],"symbiotic":[50,71],"organisms":[51],"search":[52],"(SOS)":[53],"Algorithm,":[54],"emerged":[56],"as":[57,79,217],"promising":[59],"approach":[60],"for":[61,92,205,234,251,265,280,296],"clustering":[62,87,101,134,143,218,236,283,298],"predictive":[64,104],"tasks,":[66],"drawing":[67],"inspiration":[68],"from":[69],"relationships":[72],"observed":[73],"biological":[75],"ecosystems.":[76],"Metaheuristics":[77],"SOS":[81,156,213,230,242,276],"been":[83,108],"frequently":[84],"employed":[85],"discover":[89],"suitable":[90],"solutions":[91],"complicated":[93],"issues.":[94],"Despite":[95],"numerous":[97],"research":[98,294],"works":[99],"on":[100,132,137,274],"SOS-based":[103,133,297],"techniques,":[105],"there":[106],"minimal":[109],"secondary":[110],"investigations":[111],"field.":[114],"The":[115,174,208,255],"aim":[116],"this":[118,123,172,206,266],"study":[119,175,287,290],"is":[120],"fill":[122],"gap":[124],"by":[125],"performing":[126],"systematic":[128],"literature":[129],"review":[130,159],"(SLR)":[131],"models":[135],"focusing":[136],"various":[138,212],"aspects,":[139],"including":[140],"adopted":[142],"approach,":[144,147],"feature":[145,220,252],"selection":[146,221,253],"hybridized":[149],"combining":[151],"K-means":[152,278],"algorithm":[153,279],"with":[154,243,277],"different":[155],"algorithms.":[157],"This":[158],"aims":[160],"guide":[162],"researchers":[163],"better":[165],"understand":[166],"issues":[168],"challenges":[170],"area.":[173],"assesses":[176],"unique":[178],"articles":[179,202],"published":[180],"journals":[182],"conferences":[184],"over":[185],"last":[187],"ten":[188],"years":[189],"(2014\u20132023).":[190],"After":[191],"abstract":[193],"full-text":[195],"eligibility":[196],"analysis,":[197],"limited":[199],"number":[200],"were":[203,215],"considered":[204],"SLR.":[207],"findings":[209,256],"show":[210],"that":[211],"methods":[214,222],"adapted":[216],"which":[224],"CSOS,":[225],"discrete":[226],"SOS,":[227,240],"multiagent":[229],"are":[231,249],"mostly":[232],"used":[233,250],"applications,":[237],"binary":[239,241],"S-shaped":[244],"transfer":[245],"functions,":[246],"BSOSVT":[248],"also":[257],"revealed":[258],"that,":[259],"all":[261],"selected":[263],"studies":[264,271],"review,":[267],"only":[268],"few":[270],"specifically":[272],"focused":[273],"hybridizing":[275],"automatic":[281],"application.":[284],"Finally,":[285],"analyzes":[288],"gaps":[291],"prospects":[295],"methods.":[299]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2024-03-13T00:00:00"}
