{"id":"https://openalex.org/W3022353424","doi":"https://doi.org/10.1155/2020/2981231","title":"Modelling the Diffusion of Investment Decisions on Modular Social Networks","display_name":"Modelling the Diffusion of Investment Decisions on Modular Social Networks","publication_year":2020,"publication_date":"2020-05-07","ids":{"openalex":"https://openalex.org/W3022353424","doi":"https://doi.org/10.1155/2020/2981231","mag":"3022353424"},"language":"en","primary_location":{"id":"doi:10.1155/2020/2981231","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/2981231","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/2981231.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/2020/2981231.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065157379","display_name":"Xiaokang Cheng","orcid":"https://orcid.org/0000-0001-5623-8366"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaokang Cheng","raw_affiliation_strings":["Institute of Systems Engineering, Dalian University of Technology, Dalian 116023, China"],"affiliations":[{"raw_affiliation_string":"Institute of Systems Engineering, Dalian University of Technology, Dalian 116023, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046686236","display_name":"Narisa Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Narisa Zhao","raw_affiliation_strings":["Institute of Systems Engineering, Dalian University of Technology, Dalian 116023, China"],"affiliations":[{"raw_affiliation_string":"Institute of Systems Engineering, Dalian University of Technology, Dalian 116023, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5046686236","https://openalex.org/A5065157379"],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.3998,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.5762302,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9984999895095825,"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":0.9984999895095825,"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":0.9965000152587891,"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/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/clustering-coefficient","display_name":"Clustering coefficient","score":0.7034412622451782},{"id":"https://openalex.org/keywords/modularity","display_name":"Modularity (biology)","score":0.6797912120819092},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5814753174781799},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.5024130344390869},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.5018551349639893},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4941160976886749},{"id":"https://openalex.org/keywords/dissemination","display_name":"Dissemination","score":0.46020954847335815},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.447611927986145},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3620706796646118},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.35934877395629883},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.2679022550582886},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2599480152130127},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.223476380109787},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.08789104223251343},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08275264501571655}],"concepts":[{"id":"https://openalex.org/C22047676","wikidata":"https://www.wikidata.org/wiki/Q898680","display_name":"Clustering coefficient","level":3,"score":0.7034412622451782},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.6797912120819092},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5814753174781799},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.5024130344390869},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.5018551349639893},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4941160976886749},{"id":"https://openalex.org/C101780184","wikidata":"https://www.wikidata.org/wiki/Q840576","display_name":"Dissemination","level":2,"score":0.46020954847335815},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.447611927986145},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3620706796646118},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.35934877395629883},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2679022550582886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2599480152130127},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.223476380109787},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.08789104223251343},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08275264501571655},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2020/2981231","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/2981231","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/2981231.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:2981231","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2020/2981231.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:ca101432ed4043e59825434719e1dc20","is_oa":true,"landing_page_url":"https://doaj.org/article/ca101432ed4043e59825434719e1dc20","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/2981231","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/2981231","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/2981231.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":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2136322499","display_name":null,"funder_award_id":"61471083","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2200648367","display_name":null,"funder_award_id":"6147108","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2608832607","display_name":null,"funder_award_id":"2018J11CY009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3744313044","display_name":null,"funder_award_id":"Social","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5146753935","display_name":null,"funder_award_id":"2018J11CY009","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"},{"id":"https://openalex.org/G5245335391","display_name":null,"funder_award_id":"14YJA630044","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5609487850","display_name":null,"funder_award_id":"61471083","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6561384383","display_name":null,"funder_award_id":"14YJA630044","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3022353424.pdf","grobid_xml":"https://content.openalex.org/works/W3022353424.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W238140044","https://openalex.org/W825271815","https://openalex.org/W2037815703","https://openalex.org/W2067369167","https://openalex.org/W2072327660","https://openalex.org/W2140950724","https://openalex.org/W2143007449","https://openalex.org/W2507813018","https://openalex.org/W2514198487","https://openalex.org/W2521261241","https://openalex.org/W2526910328","https://openalex.org/W2593314455","https://openalex.org/W2611284500","https://openalex.org/W2753673017","https://openalex.org/W2885649914","https://openalex.org/W2885662322","https://openalex.org/W2912252843","https://openalex.org/W2939624978","https://openalex.org/W2954090881","https://openalex.org/W2971852952","https://openalex.org/W3122000667","https://openalex.org/W3123675459","https://openalex.org/W3124359765","https://openalex.org/W3125428292"],"related_works":["https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2778153218","https://openalex.org/W1531601525","https://openalex.org/W2014074345","https://openalex.org/W2014638911","https://openalex.org/W2097741182","https://openalex.org/W2146835940"],"abstract_inverted_index":{"In":[0,38],"the":[1,26,43,46,54,67,86,93,100,106,135,143,153],"financial":[2],"market,":[3],"information":[4,157],"and":[5,13,66,70,85,96,98,131,149,159],"investment":[6,20,58,145],"behaviors":[7],"disseminate":[8],"in":[9,129,134],"investor":[10,29,50,74],"social":[11,30,51,75],"networks,":[12,31],"different":[14],"contagion":[15],"patterns":[16],"may":[17],"cause":[18],"diverse":[19],"trends.":[21],"Prior":[22],"studies":[23],"have":[24,34,89],"investigated":[25],"impact":[27,44,91,101,155],"of":[28,45,49,56,72,108,114,156],"but":[32],"few":[33],"considered":[35],"community":[36,47],"structure.":[37],"this":[39],"paper,":[40],"we":[41],"study":[42],"structure":[48],"networks":[52],"on":[53,92],"diffusion":[55,62,94,141],"internet":[57],"products.":[59],"A":[60],"two-stage":[61],"model":[63],"is":[64,102,147],"proposed,":[65],"clustering":[68,87,136],"coefficient":[69,88,137],"modularity":[71,84,117,130],"an":[73,90,132],"network":[76],"are":[77],"considered.":[78],"The":[79,111],"results":[80],"show":[81],"that":[82,99],"both":[83],"velocity":[95],"scale":[97],"most":[103],"evident":[104],"at":[105],"stage":[107],"explosive":[109],"growth.":[110],"negative":[112,154],"influence":[113],"a":[115,127],"large":[116],"can":[118,138,150],"be":[119],"hardly":[120],"mitigated":[121],"by":[122],"adjusting":[123],"other":[124],"factors.":[125],"Furthermore,":[126],"decrease":[128],"increase":[133],"better":[139],"facilitate":[140],"when":[142],"temporary":[144],"rate":[146],"high":[148],"partly":[151],"offset":[152],"discarding":[158],"divestment.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
