{"id":"https://openalex.org/W7115197566","doi":"https://doi.org/10.1155/cplx/7605463","title":"The Influence Maximization in Complex Networks: Significant Trends, Leading Contributors, and Prospective Directions","display_name":"The Influence Maximization in Complex Networks: Significant Trends, Leading Contributors, and Prospective Directions","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7115197566","doi":"https://doi.org/10.1155/cplx/7605463"},"language":"en","primary_location":{"id":"doi:10.1155/cplx/7605463","is_oa":true,"landing_page_url":"https://doi.org/10.1155/cplx/7605463","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/cplx/7605463","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/cplx/7605463","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Elaf Adel Abbas","orcid":"https://orcid.org/0000-0003-3247-9194"},"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"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Elaf Adel Abbas","raw_affiliation_strings":["College of Computer Science and Information Technology ,  University of Karbala ,  Karbala ,  Iraq , uokerbala.edu.iq"],"raw_orcid":"https://orcid.org/0000-0003-3247-9194","affiliations":[{"raw_affiliation_string":"College of Computer Science and Information Technology ,  University of Karbala ,  Karbala ,  Iraq , uokerbala.edu.iq","institution_ids":["https://openalex.org/I4210142005"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Raaid Alubady","orcid":null},"institutions":[{"id":"https://openalex.org/I166455938","display_name":"University of Babylon","ror":"https://ror.org/0170edc15","country_code":"IQ","type":"education","lineage":["https://openalex.org/I166455938"]},{"id":"https://openalex.org/I202735123","display_name":"Thi Qar University","ror":"https://ror.org/02ypa8k59","country_code":"IQ","type":"education","lineage":["https://openalex.org/I202735123"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Raaid Alubady","raw_affiliation_strings":["College of Information Technology ,  University of Babylon ,  Babil ,  Iraq , uobabylon.edu.iq","Department of Cybersecurity ,  Technical College of Engineering ,  Al-Ayen Iraqi University ,  Nasiriyah 64001 , Thi-Qar,  Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology ,  University of Babylon ,  Babil ,  Iraq , uobabylon.edu.iq","institution_ids":["https://openalex.org/I166455938"]},{"raw_affiliation_string":"Department of Cybersecurity ,  Technical College of Engineering ,  Al-Ayen Iraqi University ,  Nasiriyah 64001 , Thi-Qar,  Iraq","institution_ids":["https://openalex.org/I202735123"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Aqeel Sahi","orcid":"https://orcid.org/0000-0003-3176-3310"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]},{"id":"https://openalex.org/I202735123","display_name":"Thi Qar University","ror":"https://ror.org/02ypa8k59","country_code":"IQ","type":"education","lineage":["https://openalex.org/I202735123"]}],"countries":["AU","IQ"],"is_corresponding":true,"raw_author_name":"Aqeel Sahi","raw_affiliation_strings":["College of Engineering ,  Al-Shatrah University ,  Thi-Qar ,  Iraq","Department of Cybersecurity ,  Technical College of Engineering ,  Al-Ayen Iraqi University ,  Nasiriyah 64001 , Thi-Qar,  Iraq","School of Mathematics ,  Physics and Computing ,  University of Southern Queensland ,  Toowoomba , Queensland,  Australia , health.qld.gov.au"],"raw_orcid":"https://orcid.org/0000-0003-3176-3310","affiliations":[{"raw_affiliation_string":"College of Engineering ,  Al-Shatrah University ,  Thi-Qar ,  Iraq","institution_ids":["https://openalex.org/I202735123"]},{"raw_affiliation_string":"Department of Cybersecurity ,  Technical College of Engineering ,  Al-Ayen Iraqi University ,  Nasiriyah 64001 , Thi-Qar,  Iraq","institution_ids":["https://openalex.org/I202735123"]},{"raw_affiliation_string":"School of Mathematics ,  Physics and Computing ,  University of Southern Queensland ,  Toowoomba , Queensland,  Australia , health.qld.gov.au","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mohammed Diykh","orcid":"https://orcid.org/0000-0003-0018-4199"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]},{"id":"https://openalex.org/I202735123","display_name":"Thi Qar University","ror":"https://ror.org/02ypa8k59","country_code":"IQ","type":"education","lineage":["https://openalex.org/I202735123"]}],"countries":["AU","IQ"],"is_corresponding":false,"raw_author_name":"Mohammed Diykh","raw_affiliation_strings":["College of Education for Pure Science ,  University of ThiQar ,  Nasiriyah 64001 , Thi-Qar,  Iraq","Department of Cybersecurity ,  Technical College of Engineering ,  Al-Ayen Iraqi University ,  Nasiriyah 64001 , Thi-Qar,  Iraq","UniSQ College ,  University of Southern Queensland ,  Toowoomba , Queensland,  Australia , health.qld.gov.au"],"raw_orcid":"https://orcid.org/0000-0003-0018-4199","affiliations":[{"raw_affiliation_string":"College of Education for Pure Science ,  University of ThiQar ,  Nasiriyah 64001 , Thi-Qar,  Iraq","institution_ids":["https://openalex.org/I202735123"]},{"raw_affiliation_string":"Department of Cybersecurity ,  Technical College of Engineering ,  Al-Ayen Iraqi University ,  Nasiriyah 64001 , Thi-Qar,  Iraq","institution_ids":["https://openalex.org/I202735123"]},{"raw_affiliation_string":"UniSQ College ,  University of Southern Queensland ,  Toowoomba , Queensland,  Australia , health.qld.gov.au","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"last","author":{"id":null,"display_name":"Shahab Abdulla","orcid":"https://orcid.org/0000-0002-1193-6969"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shahab Abdulla","raw_affiliation_strings":["UniSQ College ,  University of Southern Queensland ,  Toowoomba , Queensland,  Australia , health.qld.gov.au"],"raw_orcid":"https://orcid.org/0000-0002-1193-6969","affiliations":[{"raw_affiliation_string":"UniSQ College ,  University of Southern Queensland ,  Toowoomba , Queensland,  Australia , health.qld.gov.au","institution_ids":["https://openalex.org/I185523456"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I185523456","https://openalex.org/I202735123"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.5374812,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2025","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.597000002861023,"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"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.597000002861023,"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"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.01640000008046627,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.01640000008046627,"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/maximization","display_name":"Maximization","score":0.7195000052452087},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5720000267028809},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5551999807357788},{"id":"https://openalex.org/keywords/scopus","display_name":"Scopus","score":0.5378000140190125},{"id":"https://openalex.org/keywords/publishing","display_name":"Publishing","score":0.5315999984741211},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.5149000287055969},{"id":"https://openalex.org/keywords/network-science","display_name":"Network science","score":0.4226999878883362},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.41449999809265137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7245000004768372},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.7195000052452087},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6090999841690063},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5720000267028809},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5551999807357788},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.5378000140190125},{"id":"https://openalex.org/C151719136","wikidata":"https://www.wikidata.org/wiki/Q3972943","display_name":"Publishing","level":2,"score":0.5315999984741211},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.5149000287055969},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4666000008583069},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.4226999878883362},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.41449999809265137},{"id":"https://openalex.org/C41458344","wikidata":"https://www.wikidata.org/wiki/Q732577","display_name":"Publication","level":2,"score":0.3919999897480011},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3878999948501587},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.37860000133514404},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3637999892234802},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.35019999742507935},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.3181999921798706},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2928999960422516},{"id":"https://openalex.org/C95831776","wikidata":"https://www.wikidata.org/wiki/Q16387","display_name":"Information science","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C29848774","wikidata":"https://www.wikidata.org/wiki/Q61905","display_name":"Management information systems","level":3,"score":0.2612999975681305},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.2538999915122986}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/cplx/7605463","is_oa":true,"landing_page_url":"https://doi.org/10.1155/cplx/7605463","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/cplx/7605463","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/cplx/7605463","is_oa":true,"landing_page_url":"https://doi.org/10.1155/cplx/7605463","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/cplx/7605463","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7115197566.pdf","grobid_xml":"https://content.openalex.org/works/W7115197566.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1982218215","https://openalex.org/W1984069252","https://openalex.org/W2035165116","https://openalex.org/W2042123098","https://openalex.org/W2061820396","https://openalex.org/W2070199170","https://openalex.org/W2128438887","https://openalex.org/W2160411082","https://openalex.org/W2792522996","https://openalex.org/W2792990871","https://openalex.org/W2898057422","https://openalex.org/W3010600010","https://openalex.org/W3111620644","https://openalex.org/W3135434489","https://openalex.org/W3135934252","https://openalex.org/W3157013114","https://openalex.org/W3160879595","https://openalex.org/W3166558741","https://openalex.org/W3210546290","https://openalex.org/W4251978746","https://openalex.org/W4283220755","https://openalex.org/W4288062166","https://openalex.org/W4313476537","https://openalex.org/W4313855755","https://openalex.org/W4405012500","https://openalex.org/W4405382147","https://openalex.org/W4405916582","https://openalex.org/W4409351666"],"related_works":[],"abstract_inverted_index":{"Influence":[0],"maximization":[1],"(IM)":[2],"is":[3,131,164],"a":[4,25,69,202],"concept":[5],"in":[6,24,110,195],"social":[7,48],"network":[8,26],"analysis":[9,72],"and":[10,50,57,89,108,116,120,135,149,161,191,211],"data":[11],"science":[12],"that":[13,128],"focuses":[14],"on":[15,76,175],"finding":[16,102],"the":[17,29,44,63,74,96,103,114,136,144,156,183],"most":[18,104],"influential":[19],"nodes":[20],"(people,":[21],"users,":[22],"etc.)":[23],"to":[27,43,81,83,99,214],"maximize":[28],"spread":[30],"of":[31,47,73,118,146,155,185,205],"information,":[32],"behavior,":[33],"or":[34],"influence.":[35],"IM":[36,111,129],"studies":[37],"have":[38,54],"become":[39],"more":[40],"crucial":[41],"due":[42],"quick":[45],"uptake":[46],"media":[49],"networking":[51],"technologies,":[52],"which":[53],"revolutionized":[55],"communication":[56],"information":[58,61,206],"sharing.":[59],"Using":[60],"from":[62,79,141],"Scopus":[64],"database,":[65],"this":[66,216],"study":[67,97,200],"conducts":[68],"thorough":[70],"bibliometric":[71],"literature":[75],"instant":[77,177],"messaging":[78],"2006":[80],"2024":[82],"investigate":[84],"publishing":[85],"trends,":[86],"significant":[87,139],"contributors,":[88],"developing":[90],"themes.":[91],"The":[92,125,153,179],"three":[93],"primary":[94],"issues":[95],"attempts":[98],"answer":[100],"are":[101],"productive":[105],"journals,":[106],"nations,":[107],"scholars":[109],"research;":[112],"assessing":[113],"growth":[115],"influence":[117],"publications;":[119],"predicting":[121],"future":[122,189],"research":[123,130,208],"trends.":[124],"results":[126],"show":[127],"dominated":[132],"by":[133,166],"China":[134],"US,":[137],"with":[138],"contributions":[140],"organizations":[142],"like":[143],"Department":[145],"Computer":[147],"Science":[148],"Microsoft":[150],"Research":[151],"Asia.":[152],"development":[154],"field":[157],"toward":[158],"scalable":[159],"algorithms":[160],"practical":[162],"applications":[163],"highlighted":[165],"highly":[167],"cited":[168],"articles,":[169],"such":[170],"as":[171],"Chen\u2019s":[172],"(2009)":[173],"work":[174],"successful":[176],"messaging.":[178],"investigation":[180],"also":[181],"shows":[182],"possibility":[184],"incorporating":[186],"AI":[187],"into":[188],"advancements":[190],"points":[192],"out":[193],"shortcomings":[194],"behaviorally":[196],"informed":[197],"techniques.":[198],"This":[199],"offers":[201],"valuable":[203],"summary":[204],"management":[207],"for":[209],"academics":[210],"professionals":[212],"trying":[213],"understand":[215],"ever\u2010evolving":[217],"topic.":[218]},"counts_by_year":[],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-12-15T00:00:00"}
