{"id":"https://openalex.org/W3174372610","doi":"https://doi.org/10.3233/jifs-191908","title":"Net positive influence maximization in signed social networks","display_name":"Net positive influence maximization in signed social networks","publication_year":2021,"publication_date":"2021-06-26","ids":{"openalex":"https://openalex.org/W3174372610","doi":"https://doi.org/10.3233/jifs-191908","mag":"3174372610"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-191908","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-191908","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100407468","display_name":"Dong Li","orcid":"https://orcid.org/0000-0002-6496-4605"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Li","raw_affiliation_strings":["School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054443110","display_name":"Yuejiao Wang","orcid":"https://orcid.org/0000-0001-5538-8514"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuejiao Wang","raw_affiliation_strings":["School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033849988","display_name":"Muhao Li","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muhao Li","raw_affiliation_strings":["School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015182080","display_name":"Xin Sun","orcid":"https://orcid.org/0000-0003-1870-9037"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Sun","raw_affiliation_strings":["Department of Computer Science and Technology, Harbin Institute of Technology, Weihai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Harbin Institute of Technology, Weihai, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110506926","display_name":"Jingchang Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingchang Pan","raw_affiliation_strings":["School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and InformationEngineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100643095","display_name":"Jun Ma","orcid":"https://orcid.org/0000-0002-6645-0579"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Ma","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5015182080"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.3895,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.59099419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"41","issue":"2","first_page":"3821","last_page":"3832"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9901000261306763,"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":0.9800000190734863,"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/submodular-set-function","display_name":"Submodular set function","score":0.8850078582763672},{"id":"https://openalex.org/keywords/maximization","display_name":"Maximization","score":0.8248907327651978},{"id":"https://openalex.org/keywords/monotone-polygon","display_name":"Monotone polygon","score":0.6550755500793457},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6086192727088928},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5788882970809937},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.5580304265022278},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.48523926734924316},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4764145612716675},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4672033190727234},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4656304717063904},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3543429374694824},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.27725663781166077},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.07800117135047913}],"concepts":[{"id":"https://openalex.org/C178621042","wikidata":"https://www.wikidata.org/wiki/Q7631710","display_name":"Submodular set function","level":2,"score":0.8850078582763672},{"id":"https://openalex.org/C2776330181","wikidata":"https://www.wikidata.org/wiki/Q18358244","display_name":"Maximization","level":2,"score":0.8248907327651978},{"id":"https://openalex.org/C2834757","wikidata":"https://www.wikidata.org/wiki/Q4925424","display_name":"Monotone polygon","level":2,"score":0.6550755500793457},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6086192727088928},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5788882970809937},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.5580304265022278},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.48523926734924316},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4764145612716675},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4672033190727234},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4656304717063904},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3543429374694824},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27725663781166077},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.07800117135047913},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-191908","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-191908","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W874708728","https://openalex.org/W1502487903","https://openalex.org/W1567923358","https://openalex.org/W1984069252","https://openalex.org/W2009305899","https://openalex.org/W2024626449","https://openalex.org/W2042123098","https://openalex.org/W2061820396","https://openalex.org/W2090167811","https://openalex.org/W2108858998","https://openalex.org/W2112936255","https://openalex.org/W2114823287","https://openalex.org/W2139297408","https://openalex.org/W2140426283","https://openalex.org/W2141403143","https://openalex.org/W2156273451","https://openalex.org/W2159176819","https://openalex.org/W2164053284","https://openalex.org/W2214662296","https://openalex.org/W2266637989","https://openalex.org/W2395439732","https://openalex.org/W2398784425","https://openalex.org/W2405818042","https://openalex.org/W2535808383","https://openalex.org/W2536210830","https://openalex.org/W2568659104","https://openalex.org/W2762783344","https://openalex.org/W2797206640","https://openalex.org/W2911612754","https://openalex.org/W2946661471","https://openalex.org/W2962753204","https://openalex.org/W2962773920","https://openalex.org/W2963352256","https://openalex.org/W2970603092","https://openalex.org/W2971126534","https://openalex.org/W2981168838","https://openalex.org/W2990652644","https://openalex.org/W3011191765","https://openalex.org/W3099332292","https://openalex.org/W3104197989","https://openalex.org/W3104548765","https://openalex.org/W4301207233"],"related_works":["https://openalex.org/W4229053050","https://openalex.org/W2949270856","https://openalex.org/W4298355443","https://openalex.org/W4289237892","https://openalex.org/W2166588237","https://openalex.org/W2560051165","https://openalex.org/W2594118609","https://openalex.org/W2783858029","https://openalex.org/W2963201732","https://openalex.org/W2236345491"],"abstract_inverted_index":{"In":[0,116],"the":[1,56,62,74,97,107,121,129,142,163,180,188,200,212,231],"real":[2,98],"world,":[3],"a":[4,85],"large":[5,86],"number":[6],"of":[7,42,55,88,123,166,236],"social":[8,15,27,71,114,138],"systems":[9],"can":[10],"be":[11],"modeled":[12],"as":[13,146,150,153,157],"signed":[14,26,70,113,137],"networks":[16,28],"including":[17],"both":[18],"positive":[19,48,67,80,103,125,131,148,215,219,239],"and":[20,32,109,127,152,176,208,217,221],"negative":[21,89,155],"relationships.":[22],"Influence":[23],"maximization":[24,50,133],"in":[25,69,96,112,234,242],"is":[29,59,105,174,184],"an":[30,194],"interesting":[31],"significant":[33],"research":[34],"direction,":[35],"which":[36,91,178],"has":[37,84],"gained":[38],"some":[39],"attention.":[40],"All":[41],"existing":[43],"studies":[44],"mainly":[45],"focused":[46],"on":[47,205],"influence":[49,68,81,104,126,132,149,156,216,240],"(PIM)":[51],"problem.":[52,190,202],"The":[53],"goal":[54,111],"PIM":[57],"problem":[58,135,168],"to":[60,140,187,198],"select":[61,141],"seed":[63,76,143],"set":[64,77,144],"with":[65,78,145],"maximum":[66,79],"networks.":[72,115],"However,":[73],"selected":[75],"may":[82],"also":[83,222],"amount":[87],"influence,":[90,220],"will":[92],"cause":[93],"bad":[94],"effects":[95],"applications.":[99],"Therefore,":[100],"maximizing":[101],"purely":[102],"not":[106,185],"final":[108],"best":[110],"this":[117],"paper,":[118],"we":[119,160,192],"introduce":[120],"concept":[122],"net":[124,130,218,238],"propose":[128,193],"(NPIM)":[134],"for":[136],"networks,":[139],"much":[147],"possible":[151],"less":[154,243],"possible.":[158],"Additionally,":[159],"prove":[161],"that":[162,224],"objective":[164],"function":[165],"NPIM":[167,189,201],"under":[169],"polarity-related":[170],"independent":[171],"cascade":[172],"model":[173],"non-monotone":[175],"non-submodular,":[177],"means":[179],"traditional":[181],"greedy":[182],"algorithm":[183,197],"applicable":[186],"Thus,":[191],"improved":[195],"R-Greedy":[196],"solve":[199],"Extensive":[203],"experiments":[204],"two":[206],"Epinions":[207],"Slashdot":[209],"datasets":[210],"indicate":[211],"differences":[213],"between":[214],"demonstrate":[223],"our":[225],"proposed":[226],"solution":[227],"performs":[228],"better":[229],"than":[230],"state-of-the-art":[232],"methods":[233],"terms":[235],"promoting":[237],"diffusion":[241],"running":[244],"time.":[245]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}