{"id":"https://openalex.org/W2999491640","doi":"https://doi.org/10.1109/tsmc.2019.2961378","title":"Novel Fast Networking Approaches Mining Underlying Structures From Investment Big Data","display_name":"Novel Fast Networking Approaches Mining Underlying Structures From Investment Big Data","publication_year":2020,"publication_date":"2020-01-14","ids":{"openalex":"https://openalex.org/W2999491640","doi":"https://doi.org/10.1109/tsmc.2019.2961378","mag":"2999491640"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.2019.2961378","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2019.2961378","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Systems, Man, and Cybernetics: 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/A5032198957","display_name":"Liping Yang","orcid":"https://orcid.org/0000-0002-4217-3781"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liping Yang","raw_affiliation_strings":["School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102921230","display_name":"Yu Yang","orcid":"https://orcid.org/0000-0002-0604-048X"},"institutions":[{"id":"https://openalex.org/I151878197","display_name":"Pingdingshan University","ror":"https://ror.org/026c29h90","country_code":"CN","type":"education","lineage":["https://openalex.org/I151878197"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Yang","raw_affiliation_strings":["School of Computer Science, Pingdingshan University, Pingdingshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Pingdingshan University, Pingdingshan, China","institution_ids":["https://openalex.org/I151878197"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030728768","display_name":"Gervas Batister Mgaya","orcid":"https://orcid.org/0000-0002-9038-2908"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gervas Batister Mgaya","raw_affiliation_strings":["School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335339","display_name":"Bo Zhang","orcid":"https://orcid.org/0000-0002-9006-1303"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Zhang","raw_affiliation_strings":["School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100336427","display_name":"Long Chen","orcid":"https://orcid.org/0000-0003-0184-5446"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Long Chen","raw_affiliation_strings":["Faculty of Science and Technology, University of Macau, Macau, China"],"raw_orcid":"https://orcid.org/0000-0003-0184-5446","affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039907870","display_name":"Hongbo Liu","orcid":"https://orcid.org/0000-0001-9296-9975"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbo Liu","raw_affiliation_strings":["School of Information Science and Technology, Dalian Maritime University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-9296-9975","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.1235,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.96067262,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"51","issue":"10","first_page":"6319","last_page":"6329"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9987999796867371,"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"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9968000054359436,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7140317559242249},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.6467030048370361},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6335291266441345},{"id":"https://openalex.org/keywords/disjoint-sets","display_name":"Disjoint sets","score":0.607073187828064},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.6016751527786255},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5988866686820984},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.550825834274292},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5220339298248291},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.48562946915626526},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.4566371738910675},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4187157154083252},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3178076148033142},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3164660334587097},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1584213674068451},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13540434837341309},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10930603742599487}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7140317559242249},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.6467030048370361},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6335291266441345},{"id":"https://openalex.org/C45340560","wikidata":"https://www.wikidata.org/wiki/Q215382","display_name":"Disjoint sets","level":2,"score":0.607073187828064},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.6016751527786255},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5988866686820984},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.550825834274292},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5220339298248291},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.48562946915626526},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.4566371738910675},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4187157154083252},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3178076148033142},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3164660334587097},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1584213674068451},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13540434837341309},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10930603742599487},{"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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2019.2961378","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2019.2961378","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3853865805","display_name":null,"funder_award_id":"PXY-BSQD2017006","funder_id":"https://openalex.org/F4320327910","funder_display_name":"Pingdingshan University"},{"id":"https://openalex.org/G4913270393","display_name":null,"funder_award_id":"61702291","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G653700208","display_name":null,"funder_award_id":"61751202","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7402360368","display_name":null,"funder_award_id":"19HASTIT029","funder_id":"https://openalex.org/F4320336613","funder_display_name":"Science and Technology Innovation Talents in Universities of Henan Province"},{"id":"https://openalex.org/G7611596349","display_name":null,"funder_award_id":"61751205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8796394669","display_name":null,"funder_award_id":"61702073","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8948054980","display_name":"\u57fa\u4e8e\u5b8c\u5168\u56fe\u7684\u8111\u529f\u80fd\u65f6\u5e8f\u7f51\u7edc\u6a21\u5f0f\u53ca\u5176\u80fd\u91cf\u52a8\u529b\u5b66\u7814\u7a76","funder_award_id":"61772102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation 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/F4320327910","display_name":"Pingdingshan University","ror":"https://ror.org/026c29h90"},{"id":"https://openalex.org/F4320336613","display_name":"Science and Technology Innovation Talents in Universities of Henan Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W11244355","https://openalex.org/W121380867","https://openalex.org/W206953779","https://openalex.org/W1522289436","https://openalex.org/W1573982677","https://openalex.org/W1868111879","https://openalex.org/W1968914532","https://openalex.org/W1969973020","https://openalex.org/W1982635649","https://openalex.org/W1982957931","https://openalex.org/W1985184479","https://openalex.org/W1994002853","https://openalex.org/W1998124720","https://openalex.org/W2002779084","https://openalex.org/W2007954020","https://openalex.org/W2017987256","https://openalex.org/W2033390315","https://openalex.org/W2040420521","https://openalex.org/W2047940964","https://openalex.org/W2056508960","https://openalex.org/W2062190797","https://openalex.org/W2072010802","https://openalex.org/W2095293504","https://openalex.org/W2103550381","https://openalex.org/W2109726592","https://openalex.org/W2127063935","https://openalex.org/W2131841184","https://openalex.org/W2134008243","https://openalex.org/W2138144286","https://openalex.org/W2165150557","https://openalex.org/W2173587936","https://openalex.org/W2181144303","https://openalex.org/W2243560673","https://openalex.org/W2342476492","https://openalex.org/W2436321460","https://openalex.org/W2536028909","https://openalex.org/W2550561679","https://openalex.org/W2566239358","https://openalex.org/W2573426660","https://openalex.org/W2573735949","https://openalex.org/W2592380430","https://openalex.org/W2752382243","https://openalex.org/W2755088640","https://openalex.org/W2762115787","https://openalex.org/W2767603684","https://openalex.org/W2769157493","https://openalex.org/W2775649878","https://openalex.org/W2781951010","https://openalex.org/W2800142148","https://openalex.org/W2885972824","https://openalex.org/W2905573247","https://openalex.org/W2911365896","https://openalex.org/W2918988263","https://openalex.org/W2921596575","https://openalex.org/W2928261986","https://openalex.org/W2963083297","https://openalex.org/W3102377567","https://openalex.org/W3104221309","https://openalex.org/W3105517623","https://openalex.org/W3123402595","https://openalex.org/W4244131382","https://openalex.org/W6600459962","https://openalex.org/W6604936913","https://openalex.org/W6608381711","https://openalex.org/W6662422044"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4405901645","https://openalex.org/W4256429076","https://openalex.org/W4394895745","https://openalex.org/W1971174658","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497"],"abstract_inverted_index":{"Mining":[0],"the":[1,5,23,102,143],"relationship":[2],"structures":[3,145],"among":[4],"investors":[6],"plays":[7],"a":[8,61,72,76,85,122],"vital":[9],"role":[10],"in":[11,22,91,127],"promoting":[12],"economic":[13],"development":[14],"as":[15,17,80],"well":[16,139],"preventing":[18],"financial":[19],"risks,":[20],"especially":[21],"context":[24],"of":[25,124,129],"big":[26,36,148],"data.":[27,149],"This":[28],"article":[29],"proposes":[30],"fast":[31],"networking":[32],"approaches":[33],"from":[34,101,146],"investment":[35,44,46,67,96,103,147],"data":[37,77],"to":[38,65],"explore":[39],"three":[40],"underlying":[41,144],"structures,":[42],"namely,":[43],"pedigrees,":[45],"groups,":[47],"and":[48,55,75,98,115],"structural":[49,99],"holes.":[50],"Inspired":[51],"by":[52],"disjoint":[53],"sets":[54],"path":[56],"compression,":[57],"we":[58,83,106],"first":[59],"present":[60],"pedigree":[62],"classification":[63],"algorithm":[64,90],"identify":[66],"pedigrees.":[68],"Second,":[69],"through":[70],"introducing":[71],"pruning":[73],"strategy":[74],"structure":[78,88],"termed":[79],"\u201c2-tuple":[81],"list,\u201d":[82],"develop":[84],"novel":[86],"linear-time":[87],"mining":[89,142],"network":[92],"(SMAN)":[93],"for":[94,141],"investigating":[95],"groups":[97],"holes":[100],"pedigree.":[104],"Finally,":[105],"show":[107],"that":[108],"our":[109],"SMAN":[110],"has":[111],"higher":[112],"clustering":[113],"accuracy":[114],"efficiency":[116],"than":[117],"other":[118],"existing":[119],"algorithms":[120],"on":[121],"variety":[123],"real-world":[125],"tasks":[126],"terms":[128],"normalized":[130],"mutual":[131],"information":[132],"(NMI)":[133],"values.":[134],"Our":[135],"method":[136],"is":[137],"particularly":[138],"suited":[140]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
