{"id":"https://openalex.org/W4285171149","doi":"https://doi.org/10.1515/jisys-2022-0047","title":"Venture financing risk assessment and risk control algorithm for small and medium-sized enterprises in the era of big data","display_name":"Venture financing risk assessment and risk control algorithm for small and medium-sized enterprises in the era of big data","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285171149","doi":"https://doi.org/10.1515/jisys-2022-0047"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2022-0047","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2022-0047","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2022-0047/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2022-0047/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011600709","display_name":"Jiehui Li","orcid":"https://orcid.org/0000-0002-7812-8878"},"institutions":[{"id":"https://openalex.org/I4210103621","display_name":"Fujian Jiangxia University","ror":"https://ror.org/01cyb5v38","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210103621"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiehui Li","raw_affiliation_strings":["College of Finance, Fujian Jiangxia University , Fuzhou 350108 , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Finance, Fujian Jiangxia University , Fuzhou 350108 , China","institution_ids":["https://openalex.org/I4210103621"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5011600709"],"corresponding_institution_ids":["https://openalex.org/I4210103621"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":5.2981,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.95672856,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"31","issue":"1","first_page":"611","last_page":"622"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11903","display_name":"Private Equity and Venture Capital","score":0.9377999901771545,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11903","display_name":"Private Equity and Venture Capital","score":0.9377999901771545,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.6571687459945679},{"id":"https://openalex.org/keywords/loan","display_name":"Loan","score":0.5854918956756592},{"id":"https://openalex.org/keywords/risk-control","display_name":"Risk Control","score":0.5570307970046997},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5436100959777832},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5103935599327087},{"id":"https://openalex.org/keywords/financial-risk","display_name":"Financial risk","score":0.49933290481567383},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.49476975202560425},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.49208658933639526},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.47474342584609985},{"id":"https://openalex.org/keywords/risk-management","display_name":"Risk management","score":0.4149456322193146},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08922410011291504}],"concepts":[{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.6571687459945679},{"id":"https://openalex.org/C2777764128","wikidata":"https://www.wikidata.org/wiki/Q189539","display_name":"Loan","level":2,"score":0.5854918956756592},{"id":"https://openalex.org/C2780257099","wikidata":"https://www.wikidata.org/wiki/Q65089289","display_name":"Risk Control","level":3,"score":0.5570307970046997},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5436100959777832},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5103935599327087},{"id":"https://openalex.org/C76073288","wikidata":"https://www.wikidata.org/wiki/Q1337875","display_name":"Financial risk","level":2,"score":0.49933290481567383},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.49476975202560425},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.49208658933639526},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.47474342584609985},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.4149456322193146},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08922410011291504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2022-0047","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2022-0047","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2022-0047/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a442864289674a8da203ada7e6f3d09a","is_oa":true,"landing_page_url":"https://doaj.org/article/a442864289674a8da203ada7e6f3d09a","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":"Journal of Intelligent Systems, Vol 31, Iss 1, Pp 611-622 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2022-0047","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2022-0047","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2022-0047/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4000000059604645}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285171149.pdf","grobid_xml":"https://content.openalex.org/works/W4285171149.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2901102719","https://openalex.org/W2904224565","https://openalex.org/W2907362029","https://openalex.org/W2914516169","https://openalex.org/W2920908612","https://openalex.org/W2937308623","https://openalex.org/W2961028240","https://openalex.org/W2967060901","https://openalex.org/W2978647578","https://openalex.org/W2982527354","https://openalex.org/W2985152787","https://openalex.org/W2999293106","https://openalex.org/W3028098820","https://openalex.org/W3086283061","https://openalex.org/W3090941810","https://openalex.org/W3094089098","https://openalex.org/W3123902630","https://openalex.org/W3133772117","https://openalex.org/W3153652972","https://openalex.org/W3197491224"],"related_works":["https://openalex.org/W3041075136","https://openalex.org/W2285205992","https://openalex.org/W3006961029","https://openalex.org/W2480445825","https://openalex.org/W2153011985","https://openalex.org/W2483482908","https://openalex.org/W1941743136","https://openalex.org/W2372344627","https://openalex.org/W2377660033","https://openalex.org/W2408769827"],"abstract_inverted_index":{"Abstract":[0],"The":[1,153],"existing":[2,88],"risk":[3,10,23,38,40,49,56,59,91,98,103,137,139,146,148,151,159,173,193,198],"assessment":[4,24,41,57,99,149,174,194],"and":[5,26,44,48,58,78,118,124,142,150,171,181,195,202],"control":[6,29,50,60,140,161,165,200],"methods":[7],"of":[8,37,67,74,111,121,134,163,176,192],"enterprise":[9,89,113],"financing":[11,39,90,97,138,147],"have":[12],"a":[13],"large":[14],"error":[15],"in":[16,64],"mobile":[17],"data,":[18],"which":[19],"leads":[20],"to":[21,33,108,131],"inaccurate":[22],"results":[25,155],"low-risk":[27],"optimization":[28,51,160,199],"efficiency.":[30],"In":[31],"order":[32],"improve":[34],"the":[35,65,72,75,80,83,87,94,102,109,112,119,122,128,132,135,144,158,164,172,182],"accuracy":[36,175],"for":[42,62],"small":[43],"medium-sized":[45],"enterprises":[46],"(SMEs)":[47],"efficiency,":[52],"this":[53],"article":[54],"proposes":[55],"algorithms":[61],"SMEs":[63,177],"era":[66],"big":[68],"data.":[69],"Through":[70],"verifying":[71],"information":[73],"loan":[76,84],"application":[77],"supplementing":[79],"data":[81],"during":[82],"period,":[85],"invoke":[86],"database,":[92],"establish":[93],"SME":[95,136,145],"venture":[96],"model;":[100],"build":[101],"evaluation":[104,204],"index":[105],"system":[106],"according":[107],"characteristics":[110],"production":[114],"organization,":[115],"process":[116],"characteristics,":[117],"development":[120],"socioeconomic":[123],"technical":[125],"environment;":[126],"apply":[127],"GA\u2013PSO":[129],"algorithm":[130,166],"design":[133],"scheme,":[141],"complete":[143],"control.":[152],"experimental":[154],"show":[156],"that":[157],"efficiency":[162],"reaches":[167,178],"more":[168],"than":[169,185],"70%,":[170],"over":[179],"95%,":[180],"runtime":[183],"less":[184],"80":[186],"ms,":[187],"with":[188],"good":[189],"convergence":[190],"performance":[191],"control,":[196],"strong":[197],"ability,":[201],"accurate":[203],"effect.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
