{"id":"https://openalex.org/W4309896570","doi":"https://doi.org/10.1007/s40747-022-00893-5","title":"GAN-based deep learning framework of network reconstruction","display_name":"GAN-based deep learning framework of network reconstruction","publication_year":2022,"publication_date":"2022-11-24","ids":{"openalex":"https://openalex.org/W4309896570","doi":"https://doi.org/10.1007/s40747-022-00893-5"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-022-00893-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00893-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00893-5.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00893-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101575686","display_name":"Xiang Xu","orcid":"https://orcid.org/0000-0002-3031-2561"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiang Xu","raw_affiliation_strings":["Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, 410073, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052622502","display_name":"Xianqiang Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianqiang Zhu","raw_affiliation_strings":["Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, 410073, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114911200","display_name":"Cheng Zhu","orcid":"https://orcid.org/0000-0003-1309-5777"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Zhu","raw_affiliation_strings":["Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, 410073, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101575686"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.7502,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.70306107,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"9","issue":"3","first_page":"3131","last_page":"3146"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11513","display_name":"stochastic dynamics and bifurcation","score":0.9934999942779541,"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/T11513","display_name":"stochastic dynamics and bifurcation","score":0.9934999942779541,"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/T10621","display_name":"Gene Regulatory Network Analysis","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6389232873916626},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.5657662153244019},{"id":"https://openalex.org/keywords/network-dynamics","display_name":"Network dynamics","score":0.5516947507858276},{"id":"https://openalex.org/keywords/dynamic-network-analysis","display_name":"Dynamic network analysis","score":0.5082435011863708},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.49920105934143066},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4979360103607178},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.46710577607154846},{"id":"https://openalex.org/keywords/network-science","display_name":"Network science","score":0.4630005955696106},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.45668140053749084},{"id":"https://openalex.org/keywords/hierarchical-network-model","display_name":"Hierarchical network model","score":0.41785967350006104},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4167090058326721},{"id":"https://openalex.org/keywords/complex-network","display_name":"Complex network","score":0.3945353627204895},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3500409424304962},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3332728445529938},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18645384907722473},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.12040519714355469},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09430944919586182}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6389232873916626},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.5657662153244019},{"id":"https://openalex.org/C123757187","wikidata":"https://www.wikidata.org/wiki/Q9195957","display_name":"Network dynamics","level":2,"score":0.5516947507858276},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.5082435011863708},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.49920105934143066},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4979360103607178},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.46710577607154846},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.4630005955696106},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.45668140053749084},{"id":"https://openalex.org/C64900535","wikidata":"https://www.wikidata.org/wiki/Q5753111","display_name":"Hierarchical network model","level":3,"score":0.41785967350006104},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4167090058326721},{"id":"https://openalex.org/C34947359","wikidata":"https://www.wikidata.org/wiki/Q665189","display_name":"Complex network","level":2,"score":0.3945353627204895},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3500409424304962},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3332728445529938},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18645384907722473},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.12040519714355469},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09430944919586182},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","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/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","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/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-022-00893-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00893-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00893-5.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:97abcb6b7979426883fe3898f3c0ad2e","is_oa":true,"landing_page_url":"https://doaj.org/article/97abcb6b7979426883fe3898f3c0ad2e","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 9, Iss 3, Pp 3131-3146 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-022-00893-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00893-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00893-5.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2134113429","display_name":null,"funder_award_id":"KQ2009009","funder_id":"https://openalex.org/F4320328962","funder_display_name":"Innovative Team and Outstanding Talent Program of Colleges and Universities in Guangxi"},{"id":"https://openalex.org/G2985884925","display_name":null,"funder_award_id":"71571186","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5749484998","display_name":null,"funder_award_id":"61703416","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6082467365","display_name":null,"funder_award_id":"2021RC3076","funder_id":"https://openalex.org/F4320328381","funder_display_name":"Huxiang Youth Talent Support Program"},{"id":"https://openalex.org/G6136788358","display_name":null,"funder_award_id":"CX20190041","funder_id":"https://openalex.org/F4320330214","funder_display_name":"Key Research and Development Program of Hunan Province of China"},{"id":"https://openalex.org/G6674649460","display_name":null,"funder_award_id":"61273322","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/F4320328381","display_name":"Huxiang Youth Talent Support Program","ror":null},{"id":"https://openalex.org/F4320328962","display_name":"Innovative Team and Outstanding Talent Program of Colleges and Universities in Guangxi","ror":null},{"id":"https://openalex.org/F4320330214","display_name":"Key Research and Development Program of Hunan Province of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4309896570.pdf","grobid_xml":"https://content.openalex.org/works/W4309896570.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W604736347","https://openalex.org/W1595449516","https://openalex.org/W1599969036","https://openalex.org/W1920348529","https://openalex.org/W2008620264","https://openalex.org/W2015538881","https://openalex.org/W2070722739","https://openalex.org/W2081647150","https://openalex.org/W2083826278","https://openalex.org/W2112090702","https://openalex.org/W2127215672","https://openalex.org/W2129159585","https://openalex.org/W2159402338","https://openalex.org/W2162142896","https://openalex.org/W2166692930","https://openalex.org/W2178225550","https://openalex.org/W2277170616","https://openalex.org/W2290190008","https://openalex.org/W2315565146","https://openalex.org/W2475109240","https://openalex.org/W2580767461","https://openalex.org/W2584072963","https://openalex.org/W2596898682","https://openalex.org/W2751642517","https://openalex.org/W2784229889","https://openalex.org/W2787640683","https://openalex.org/W2884025810","https://openalex.org/W2907492528","https://openalex.org/W2907707918","https://openalex.org/W2913513236","https://openalex.org/W2923485613","https://openalex.org/W2950089337","https://openalex.org/W2963767194","https://openalex.org/W2964268978","https://openalex.org/W2981405661","https://openalex.org/W2998722865","https://openalex.org/W3003225782","https://openalex.org/W3007780968","https://openalex.org/W3009175371","https://openalex.org/W3020995211","https://openalex.org/W3034667500","https://openalex.org/W3037819556","https://openalex.org/W3080690551","https://openalex.org/W3092747519","https://openalex.org/W3100984977","https://openalex.org/W3101784999","https://openalex.org/W3102597582","https://openalex.org/W3105301591","https://openalex.org/W3119774682","https://openalex.org/W3152753009","https://openalex.org/W3161037238","https://openalex.org/W3161072801","https://openalex.org/W3197618116","https://openalex.org/W3201534871","https://openalex.org/W6600050674","https://openalex.org/W6600195515","https://openalex.org/W6756821666"],"related_works":["https://openalex.org/W3007491431","https://openalex.org/W2999398081","https://openalex.org/W2950946391","https://openalex.org/W2111786937","https://openalex.org/W4210291460","https://openalex.org/W3157957316","https://openalex.org/W2082867051","https://openalex.org/W2069442775","https://openalex.org/W3121544743","https://openalex.org/W4293240953"],"abstract_inverted_index":{"Abstract":[0],"Inferring":[1],"the":[2,28,33,37,41,59,68,77,120,133],"topology":[3,30,134],"of":[4,81,135],"a":[5,11,47],"network":[6,8,29,53,64,71,96,142],"from":[7],"dynamics":[9],"is":[10],"significant":[12],"problem":[13],"with":[14],"both":[15],"theoretical":[16],"research":[17],"significance":[18],"and":[19,79,91,108],"practical":[20],"value.":[21],"This":[22],"paper":[23],"considers":[24],"how":[25],"to":[26,32],"reconstruct":[27,132],"according":[31],"continuous-time":[34,54],"data":[35],"on":[36,52,88],"network.":[38],"Inspired":[39],"by":[40,66],"generative":[42],"adversarial":[43],"network(GAN),":[44],"we":[45,84],"design":[46],"deep":[48],"learning":[49,67],"framework":[50,57],"based":[51],"data.":[55],"The":[56],"predicts":[58],"edge":[60],"connection":[61],"probability":[62],"between":[63,70],"nodes":[65],"correlation":[69,124],"node":[72],"state":[73],"vectors.":[74],"To":[75],"verify":[76],"accuracy":[78],"adaptability":[80],"our":[82,116,129],"method,":[83],"conducted":[85],"extensive":[86],"experiments":[87],"scale-free":[89],"networks":[90,93,138],"small-world":[92],"at":[94],"different":[95,100,136,141],"scales":[97],"using":[98],"three":[99],"dynamics:":[101],"heat":[102],"diffusion":[103],"dynamics,":[104,107],"mutualistic":[105],"interaction":[106],"gene":[109],"regulation":[110],"dynamics.":[111,143],"Experimental":[112],"results":[113],"show":[114],"that":[115,128],"method":[117,130],"significantly":[118],"outperforms":[119],"other":[121],"five":[122],"traditional":[123],"indices,":[125],"which":[126],"demonstrates":[127],"can":[131],"scale":[137],"well":[139],"under":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-17T17:19:04.345684","created_date":"2025-10-10T00:00:00"}
