{"id":"https://openalex.org/W7224500022","doi":"https://doi.org/10.63367/199115992026103705003","title":"Collaborative Prediction Algorithm for Investment and Financing Network System Based on Improved Hypergraph Convolution and Ant Colony Algorithm","display_name":"Collaborative Prediction Algorithm for Investment and Financing Network System Based on Improved Hypergraph Convolution and Ant Colony Algorithm","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224500022","doi":"https://doi.org/10.63367/199115992026103705003"},"language":"en","primary_location":{"id":"doi:10.63367/199115992026103705003","doi":"https://doi.org/10.63367/199115992026103705003","is_oa":true,"landing_page_url":"https://doi.org/10.63367/199115992026103705003","pdf_url":"https://doi.org/10.63367/199115992026103705003","source":{"id":"https://openalex.org/S4210197104","display_name":"\u96fb\u8166\u5b78\u520a","issn_l":"1991-1599","issn":["1991-1599","2312-993X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u96fb\u8166\u5b78\u520a","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.63367/199115992026103705003","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019740638","display_name":"Cailiang Jiang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405280279","display_name":"Yiwu Industrial & Commercial College","ror":"https://ror.org/02pwfj366","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405280279"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Cailiang Jiang","raw_affiliation_strings":["Yiwu Industrial & Commercial College, School of Economics and Management, Yiwu, 322000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yiwu Industrial & Commercial College, School of Economics and Management, Yiwu, 322000, China","institution_ids":["https://openalex.org/I4405280279"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5019740638"],"corresponding_institution_ids":["https://openalex.org/I4405280279"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81993786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"37","issue":"5","first_page":"27","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.7904999852180481,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.7904999852180481,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.07500000298023224,"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"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.029200000688433647,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/network-prediction","display_name":"network prediction","score":0.6990000009536743},{"id":"https://openalex.org/keywords/hypergraph-convolution","display_name":"hypergraph convolution","score":0.9769999980926514},{"id":"https://openalex.org/keywords/ant-colony-optimization","display_name":"ant colony optimization","score":0.9319999814033508},{"id":"https://openalex.org/keywords/collaborative-prediction","display_name":"collaborative prediction","score":0.6420000195503235},{"id":"https://openalex.org/keywords/chinese-financial-market","display_name":"Chinese financial market","score":0.7039999961853027},{"id":"https://openalex.org/keywords/listed-companies","display_name":"listed companies","score":0.8009999990463257},{"id":"https://openalex.org/keywords/financial-institutions","display_name":"financial institutions","score":0.9240000247955322}],"concepts":[{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6664000153541565},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.5659999847412109},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5541999936103821},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5486000180244446},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.5134999752044678},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.4083999991416931},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.40380001068115234},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39320001006126404},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.38589999079704285},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.384799987077713},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.3668999969959259},{"id":"https://openalex.org/C2781221856","wikidata":"https://www.wikidata.org/wiki/Q840247","display_name":"Hypergraph","level":2,"score":0.36489999294281006},{"id":"https://openalex.org/C60891933","wikidata":"https://www.wikidata.org/wiki/Q796575","display_name":"Ant colony","level":3,"score":0.31790000200271606},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3046000003814697},{"id":"https://openalex.org/C19244329","wikidata":"https://www.wikidata.org/wiki/Q208697","display_name":"Financial market","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C6422946","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Panel data","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C44280652","wikidata":"https://www.wikidata.org/wiki/Q104837","display_name":"Phase (matter)","level":2,"score":0.266400009393692},{"id":"https://openalex.org/C139043278","wikidata":"https://www.wikidata.org/wiki/Q837171","display_name":"Financial services","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2572999894618988}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.63367/199115992026103705003","doi":"https://doi.org/10.63367/199115992026103705003","is_oa":true,"landing_page_url":"https://doi.org/10.63367/199115992026103705003","pdf_url":"https://doi.org/10.63367/199115992026103705003","source":{"id":"https://openalex.org/S4210197104","display_name":"\u96fb\u8166\u5b78\u520a","issn_l":"1991-1599","issn":["1991-1599","2312-993X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u96fb\u8166\u5b78\u520a","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.63367/199115992026103705003","doi":"https://doi.org/10.63367/199115992026103705003","is_oa":true,"landing_page_url":"https://doi.org/10.63367/199115992026103705003","pdf_url":"https://doi.org/10.63367/199115992026103705003","source":{"id":"https://openalex.org/S4210197104","display_name":"\u96fb\u8166\u5b78\u520a","issn_l":"1991-1599","issn":["1991-1599","2312-993X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u96fb\u8166\u5b78\u520a","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224500022.pdf","grobid_xml":"https://content.openalex.org/works/W7224500022.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1989243818","https://openalex.org/W2030005958","https://openalex.org/W2036349451","https://openalex.org/W2036547589","https://openalex.org/W2061820396","https://openalex.org/W2105786744","https://openalex.org/W2165063012","https://openalex.org/W2480921954","https://openalex.org/W2806878878","https://openalex.org/W2891313414","https://openalex.org/W2972638265","https://openalex.org/W2981724558","https://openalex.org/W2993559836","https://openalex.org/W3081799531","https://openalex.org/W3134337809","https://openalex.org/W3164497439","https://openalex.org/W3173725123","https://openalex.org/W4224302811","https://openalex.org/W4226497757","https://openalex.org/W4289533890","https://openalex.org/W4313830571","https://openalex.org/W4386646535","https://openalex.org/W4392291474","https://openalex.org/W4393160226","https://openalex.org/W4399872326","https://openalex.org/W4400929486","https://openalex.org/W4407606362"],"related_works":["https://openalex.org/W1836066174","https://openalex.org/W4386646535","https://openalex.org/W2145097934","https://openalex.org/W2417394265","https://openalex.org/W3012552180","https://openalex.org/W4409103704","https://openalex.org/W2371258812","https://openalex.org/W4295021554","https://openalex.org/W3203354943","https://openalex.org/W4380862735"],"abstract_inverted_index":{"After":[0],"more":[1],"than":[2],"20":[3],"years":[4],"of":[5,59],"rapid":[6],"development,":[7],"the":[8,29,57,66,133],"Chinese":[9,115,118],"financial":[10,119],"market":[11],"is":[12,25,37,103,126],"experiencing":[13],"a":[14,40,68],"decrease":[15],"in":[16,154],"user":[17],"traffic":[18],"dividends.":[19],"The":[20,35,100],"overall":[21],"industry":[22,36],"growth":[23,45],"rate":[24],"slowing":[26],"down,":[27],"yet":[28],"market\u2019s":[30],"potential":[31],"demand":[32],"remains":[33],"substantial.":[34],"transitioning":[38],"from":[39,114],"phase":[41],"focused":[42],"on":[43,78],"incremental":[44,51],"to":[46,130],"one":[47],"that":[48],"equally":[49],"emphasizes":[50],"and":[52,74,82,96,105,110,121,139,145,152,157],"existing":[53],"stock":[54],"growth,":[55],"accelerating":[56],"exploration":[58],"new":[60],"development":[61],"models.":[62],"This":[63],"paper":[64],"proposes":[65],"CPA-FHA,":[67],"collaborative":[69],"prediction":[70],"algorithm":[71],"for":[72,137],"investment":[73,109,156],"financing":[75,111,158],"networks":[76],"based":[77],"improved":[79],"hypergraph":[80,91],"convolution":[81],"ant":[83,97],"colony":[84,98],"algorithms,":[85,132],"by":[86],"integrating":[87],"TransD":[88],"embedding":[89],"method,":[90],"convolution,":[92],"spatial":[93],"feature":[94],"extraction,":[95],"algorithms.":[99],"proposed":[101],"method":[102],"compared":[104,129],"analyzed":[106],"using":[107],"real-world":[108],"network":[112,159],"datasets":[113],"listed":[116,123],"companies,":[117],"institutions,":[120],"American":[122],"companies.":[124],"It":[125],"found":[127],"that,":[128],"classical":[131],"Collaborative":[134],"Prediction":[135],"Algorithm":[136],"Financing":[138],"Investment":[140],"Network":[141],"System":[142],"-":[143],"Forecast":[144],"Hazard":[146],"Analysis":[147],"(CPA-FHA)":[148],"has":[149],"higher":[150],"accuracy":[151],"efficiency":[153],"predicting":[155],"systems.":[160]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-30T00:00:00"}