{"id":"https://openalex.org/W2885398882","doi":"https://doi.org/10.1155/2018/4562609","title":"Competition\u2010Based Benchmarking of Influence Ranking Methods in Social Networks","display_name":"Competition\u2010Based Benchmarking of Influence Ranking Methods in Social Networks","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2885398882","doi":"https://doi.org/10.1155/2018/4562609","mag":"2885398882"},"language":"en","primary_location":{"id":"doi:10.1155/2018/4562609","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/4562609","pdf_url":"https://downloads.hindawi.com/journals/complexity/2018/4562609.pdf","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"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"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://downloads.hindawi.com/journals/complexity/2018/4562609.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025659350","display_name":"Alexandru Top\u00eerceanu","orcid":"https://orcid.org/0000-0001-7244-0732"},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Alexandru Top\u00eerceanu","raw_affiliation_strings":["Department of Computer and Information Technology, Politehnica University Timisoara, Timisoara"],"raw_orcid":"https://orcid.org/0000-0001-7244-0732","affiliations":[{"raw_affiliation_string":"Department of Computer and Information Technology, Politehnica University Timisoara, Timisoara","institution_ids":["https://openalex.org/I3122695212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5025659350"],"corresponding_institution_ids":["https://openalex.org/I3122695212"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.7683,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.71544962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2018","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":0.9998999834060669,"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":0.9998999834060669,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9998999834060669,"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/T10557","display_name":"Social Media and Politics","score":0.982200026512146,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7019597291946411},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.6936681270599365},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6143560409545898},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5073925852775574},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4826089143753052},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.450765460729599},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.4460057020187378},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.4435352385044098},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.4177868366241455},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3925974369049072},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2944469451904297},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.15893545746803284},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.10967734456062317},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.0961168110370636},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09322023391723633}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7019597291946411},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6936681270599365},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6143560409545898},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5073925852775574},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4826089143753052},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.450765460729599},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.4460057020187378},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.4435352385044098},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.4177868366241455},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3925974369049072},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2944469451904297},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.15893545746803284},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.10967734456062317},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0961168110370636},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09322023391723633},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2018/4562609","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/4562609","pdf_url":"https://downloads.hindawi.com/journals/complexity/2018/4562609.pdf","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"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"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"},{"id":"pmh:oai:RePEc:hin:complx:4562609","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2018/4562609.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:091438148670449ab656690ba00f0abf","is_oa":true,"landing_page_url":"https://doaj.org/article/091438148670449ab656690ba00f0abf","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2018 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2018/4562609","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/4562609","pdf_url":"https://downloads.hindawi.com/journals/complexity/2018/4562609.pdf","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"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"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":[{"score":0.5,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1161383326","display_name":null,"funder_award_id":"PN-III-P1-1.1-PD-2016-0193","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"},{"id":"https://openalex.org/G1926922637","display_name":null,"funder_award_id":"PN-III-P1-1.1-PD-2016","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"},{"id":"https://openalex.org/G4761055143","display_name":null,"funder_award_id":"PN-III-P1-1.1-PD-2016-0193","funder_id":"https://openalex.org/F4320323444","funder_display_name":"Autoritatea National\u0103 pentru Cercetare Stiintific\u0103"},{"id":"https://openalex.org/G6058054535","display_name":null,"funder_award_id":"PN-III-P1-1.1","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"},{"id":"https://openalex.org/G7688415803","display_name":null,"funder_award_id":"PN-III-P1-1","funder_id":"https://openalex.org/F4320323983","funder_display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii"}],"funders":[{"id":"https://openalex.org/F4320315989","display_name":"National Authority for Scientific Research and Innovation","ror":null},{"id":"https://openalex.org/F4320323444","display_name":"Autoritatea National\u0103 pentru Cercetare Stiintific\u0103","ror":"https://ror.org/03padf885"},{"id":"https://openalex.org/F4320323983","display_name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii","ror":"https://ror.org/01q7jq182"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2885398882.pdf","grobid_xml":"https://content.openalex.org/works/W2885398882.grobid-xml"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W764995726","https://openalex.org/W907125622","https://openalex.org/W1127832897","https://openalex.org/W1495750374","https://openalex.org/W1595776529","https://openalex.org/W1854214752","https://openalex.org/W1878853999","https://openalex.org/W1931400479","https://openalex.org/W1965362147","https://openalex.org/W1965499304","https://openalex.org/W1967608252","https://openalex.org/W1971842701","https://openalex.org/W1971941321","https://openalex.org/W1982839492","https://openalex.org/W1985451470","https://openalex.org/W1986127618","https://openalex.org/W1992250165","https://openalex.org/W2008102245","https://openalex.org/W2025550035","https://openalex.org/W2030539428","https://openalex.org/W2034235887","https://openalex.org/W2038195874","https://openalex.org/W2041157860","https://openalex.org/W2052104835","https://openalex.org/W2052828895","https://openalex.org/W2054476043","https://openalex.org/W2055620707","https://openalex.org/W2064643031","https://openalex.org/W2065769502","https://openalex.org/W2079219719","https://openalex.org/W2081632029","https://openalex.org/W2083045667","https://openalex.org/W2087635628","https://openalex.org/W2098932001","https://openalex.org/W2105089945","https://openalex.org/W2107666336","https://openalex.org/W2109143107","https://openalex.org/W2109469951","https://openalex.org/W2113096089","https://openalex.org/W2113330929","https://openalex.org/W2127800791","https://openalex.org/W2128438887","https://openalex.org/W2130790725","https://openalex.org/W2133131640","https://openalex.org/W2136053076","https://openalex.org/W2138621811","https://openalex.org/W2140239055","https://openalex.org/W2142610630","https://openalex.org/W2148606196","https://openalex.org/W2150649057","https://openalex.org/W2151789396","https://openalex.org/W2162728361","https://openalex.org/W2163595839","https://openalex.org/W2164195254","https://openalex.org/W2166458546","https://openalex.org/W2171031021","https://openalex.org/W2246394597","https://openalex.org/W2314043858","https://openalex.org/W2341975812","https://openalex.org/W2517185844","https://openalex.org/W2531888006","https://openalex.org/W2566183352","https://openalex.org/W2580734735","https://openalex.org/W2584629206","https://openalex.org/W2606584716","https://openalex.org/W2963568110","https://openalex.org/W3101549891","https://openalex.org/W3102103731","https://openalex.org/W3102963639","https://openalex.org/W3103071483","https://openalex.org/W3103356581","https://openalex.org/W3103616114","https://openalex.org/W3124858858","https://openalex.org/W4232212779","https://openalex.org/W4298008229","https://openalex.org/W4302575853"],"related_works":["https://openalex.org/W4238897586","https://openalex.org/W435179959","https://openalex.org/W2619091065","https://openalex.org/W2059640416","https://openalex.org/W1490753184","https://openalex.org/W2284465472","https://openalex.org/W2291782699","https://openalex.org/W1993948687","https://openalex.org/W2000169967","https://openalex.org/W2112883198"],"abstract_inverted_index":{"The":[0],"development":[1],"of":[2,72,88,117,209],"new":[3,82],"methods":[4,121,145],"to":[5,30,50,164],"identify":[6],"influential":[7],"spreaders":[8],"in":[9,17,42,222],"complex":[10,180],"networks":[11],"has":[12],"been":[13],"a":[14,81,114,155,178,190],"significant":[15],"challenge":[16],"network":[18,181,224],"science":[19],"over":[20,158],"the":[21,59,62,70,86,107,147,168,174,207],"last":[22],"decade.":[23],"Practical":[24],"significance":[25],"spans":[26],"from":[27,96],"graph":[28],"theory":[29],"interdisciplinary":[31],"fields":[32],"like":[33],"biology,":[34],"sociology,":[35],"economics,":[36],"and":[37,53,61,122,130,150,216,219],"marketing.":[38],"Despite":[39],"rich":[40],"literature":[41],"this":[43,76],"direction,":[44],"we":[45],"find":[46],"small":[47],"notable":[48],"effort":[49],"consistently":[51],"compare":[52],"rank":[54],"existing":[55],"centralities":[56],"considering":[57,69],"both":[58],"topology":[60],"opinion":[63,90],"diffusion":[64,91,110,195],"model,":[65],"as":[66,68],"well":[67],"context":[71],"simultaneous":[73],"spreading.":[74],"To":[75],"end,":[77],"our":[78,93,124,136,186],"study":[79],"introduces":[80],"benchmarking":[83],"framework":[84,187],"targeting":[85],"scenario":[87],"competitive":[89],";":[92],"method":[94,126,157,170],"differs":[95],"classic":[97],"SIR":[98],"epidemic":[99],"diffusion,":[100],"by":[101,106,197],"employing":[102],"competition\u2010based":[103],"spreading":[104],"supported":[105],"realistic":[108],"tolerance\u2010based":[109],"model.":[111],"We":[112,161,183],"review":[113],"wide":[115],"range":[116],"state\u2010of\u2010the\u2010art":[118],"node":[119],"ranking":[120,144,156,169],"apply":[123],"novel":[125],"on":[127,146,177],"large":[128],"synthetic":[129],"real\u2010world":[131],"datasets.":[132,160],"Simulations":[133],"show":[134],"that":[135,185],"methodology":[137],"offers":[138],"much":[139],"higher":[140],"quantitative":[141],"differentiation":[142],"between":[143,200],"same":[148],"dataset":[149],"notably":[151],"high":[152],"granularity":[153],"for":[154],"different":[159],"are":[162],"able":[163],"pinpoint\u2014with":[165],"consistency\u2014which":[166],"influence":[167],"performs":[171],"better":[172],"against":[173],"other":[175,217],"one,":[176],"given":[179],"topology.":[182],"consider":[184],"can":[188,204],"offer":[189],"forward":[191],"leap":[192],"when":[193],"analysing":[194],"characterized":[196],"real\u2010time":[198],"competition":[199],"agents.":[201],"These":[202],"results":[203],"greatly":[205],"benefit":[206],"tackling":[208],"social":[210,223],"unrest,":[211],"rumour":[212],"spreading,":[213],"political":[214],"manipulation,":[215],"vital":[218],"challenging":[220],"applications":[221],"analysis.":[225]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}