{"id":"https://openalex.org/W3127616739","doi":"https://doi.org/10.1155/2021/6618873","title":"Application of Big Data Complexity Analysis Hedging Operation of Derivative Financial Products","display_name":"Application of Big Data Complexity Analysis Hedging Operation of Derivative Financial Products","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3127616739","doi":"https://doi.org/10.1155/2021/6618873","mag":"3127616739"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6618873","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6618873","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6618873.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/2021/6618873.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018222512","display_name":"Cheng Chung Wu","orcid":"https://orcid.org/0000-0002-8677-5530"},"institutions":[{"id":"https://openalex.org/I4210092870","display_name":"Jiaxing University","ror":"https://ror.org/00j2a7k55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Chung Wu","raw_affiliation_strings":["Department of Business College, Jiaxing University Nanhu College, Jiaxing, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Department of Business College, Jiaxing University Nanhu College, Jiaxing, Zhejiang, China","institution_ids":["https://openalex.org/I4210092870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102988322","display_name":"Menglin Yang","orcid":"https://orcid.org/0000-0001-6803-5662"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Menglin Yang","raw_affiliation_strings":["Department of Cultural Creativity, ChangSha Commerce and Tourism College, ChangSha, Hunan, China"],"affiliations":[{"raw_affiliation_string":"Department of Cultural Creativity, ChangSha Commerce and Tourism College, ChangSha, Hunan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022262650","display_name":"Tiantong Yuan","orcid":null},"institutions":[{"id":"https://openalex.org/I3132067926","display_name":"Krirk University","ror":"https://ror.org/04d8yqq70","country_code":"TH","type":"education","lineage":["https://openalex.org/I3132067926"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Tiantong Yuan","raw_affiliation_strings":["Department of Business Administration International College, Krirk University, Bangkok, ailand","Department of Business Administration International College, Krirk University, Bangkok, Thailand"],"affiliations":[{"raw_affiliation_string":"Department of Business Administration International College, Krirk University, Bangkok, ailand","institution_ids":["https://openalex.org/I3132067926"]},{"raw_affiliation_string":"Department of Business Administration International College, Krirk University, Bangkok, Thailand","institution_ids":["https://openalex.org/I3132067926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011522338","display_name":"Qionghui Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qionghui Fu","raw_affiliation_strings":["Department of Mathematics, Physics and Energy Engineering, Hunan Institute of Technology, Hengyang, Hunan, China"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Physics and Energy Engineering, Hunan Institute of Technology, Hengyang, Hunan, China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083789555","display_name":"Ya Ju Tsai","orcid":null},"institutions":[{"id":"https://openalex.org/I4387154394","display_name":"National Kaohsiung University of Science and Technology","ror":"https://ror.org/00hfj7g70","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154394"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ya Ju Tsai","raw_affiliation_strings":["Department of Finance and Taxation, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Finance and Taxation, National Kaohsiung University of Science and Technology, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I4387154394"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102988322"],"corresponding_institution_ids":[],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.5972,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68933472,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"2021","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12276","display_name":"Risk Management in Financial Firms","score":0.9952999949455261,"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/T12276","display_name":"Risk Management in Financial Firms","score":0.9952999949455261,"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/T12394","display_name":"Insurance and Financial Risk Management","score":0.9887999892234802,"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/derivative","display_name":"Derivative (finance)","score":0.7290458679199219},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6050857305526733},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4549214541912079},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.33835846185684204},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3287343978881836},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3083122968673706},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2980939745903015},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.22997435927391052},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19951659440994263}],"concepts":[{"id":"https://openalex.org/C111771559","wikidata":"https://www.wikidata.org/wiki/Q66295","display_name":"Derivative (finance)","level":2,"score":0.7290458679199219},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6050857305526733},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4549214541912079},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.33835846185684204},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3287343978881836},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3083122968673706},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2980939745903015},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.22997435927391052},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19951659440994263}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2021/6618873","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6618873","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6618873.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:6618873","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/complexity/2021/6618873.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:313047593bb44b7fa245ae9999922b09","is_oa":true,"landing_page_url":"https://doaj.org/article/313047593bb44b7fa245ae9999922b09","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 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/6618873","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6618873","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6618873.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":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3127616739.pdf","grobid_xml":"https://content.openalex.org/works/W3127616739.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W1592576206","https://openalex.org/W1594015780","https://openalex.org/W2092815232","https://openalex.org/W2094283948","https://openalex.org/W2120012904","https://openalex.org/W2122131936","https://openalex.org/W2139122730","https://openalex.org/W2143557201","https://openalex.org/W2151937842","https://openalex.org/W3124314758","https://openalex.org/W4243017394"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W4390608645","https://openalex.org/W4394895745","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2910064364","https://openalex.org/W4200136508"],"abstract_inverted_index":{"This":[0,191],"study":[1,192],"is":[2,44,94,104,111,164,226],"based":[3],"on":[4],"the":[5,20,23,34,38,49,70,85,88,138,155,160,183,188,220,229],"situation":[6],"of":[7,25,31,41,51,72,87,140,170,222,244],"Taiwan":[8],"listed":[9,80],"companies":[10,196],"as":[11,122,151,179],"derivative":[12,26,73,141,213,246],"financial":[13,27,74,124,142,149,206,214,247],"products":[14,28,215],"from":[15],"2015":[16],"to":[17,67,106,118,166,180,211],"2017,":[18],"analyzing":[19],"relationship":[21],"between":[22],"hedging":[24,39,114,171,184,189,242],"and":[29,33,55,109,134,186,204,231],"characteristics":[30,150],"enterprises":[32,144],"factors":[35],"that":[36,46,64,113,195,228],"affect":[37],"decision\u2010making":[40],"companies.":[42],"It":[43],"found":[45,112,194,227],"even":[47],"after":[48],"announcement":[50],"Taiwan\u2019s":[52,79],"No.":[53,56],"34":[54],"36":[57],"bulletins,":[58],"there":[59],"are":[60,65,116,235],"still":[61,95],"some":[62],"problems":[63],"needed":[66],"improve":[68],"in":[69,84,174,241],"disclosure":[71,86],"product":[75],"investment":[76,132,139,200],"information":[77,135],"by":[78],"companies,":[81],"at":[82],"least":[83],"reasons":[89],"for":[90,154,216,219],"this":[91,98],"conduct":[92],"which":[93],"insufficient.":[96],"In":[97,137],"study,":[99],"two\u2010stage":[100],"regression":[101],"analysis":[102],"method":[103],"applied":[105],"empirical":[107],"analysis,":[108],"it":[110,163,225],"activities":[115],"related":[117],"corporate":[119,127],"characteristics,":[120],"such":[121],"expected":[123],"crisis":[125,207],"costs,":[126],"size,":[128,203],"equity":[129],"issues,":[130],"growth":[131,199],"opportunities,":[133,201],"asymmetry.":[136],"products,":[143],"should":[145],"evaluate":[146],"their":[147],"own":[148],"a":[152],"reference":[153],"risk":[156,176],"avoidance":[157],"decision.":[158],"At":[159],"same":[161],"time,":[162],"necessary":[165],"investigate":[167],"different":[168],"natures":[169],"tools":[172],"used":[173],"appropriate":[175],"categories,":[177],"so":[178],"fully":[181],"achieve":[182],"effect":[185],"maximize":[187],"benefits.":[190],"also":[193],"with":[197],"higher":[198,205],"larger":[202],"costs":[208],"will":[209],"tend":[210],"use":[212],"hedging.":[217],"As":[218],"impact":[221],"other":[223,239],"industries,":[224],"electronic":[230],"electrical":[232],"machinery":[233],"industries":[234,240],"more":[236],"active":[237],"than":[238],"behaviors":[243],"undertaking":[245],"products\u2019":[248],"transaction.":[249]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
