{"id":"https://openalex.org/W4404722274","doi":"https://doi.org/10.1007/s40747-024-01613-x","title":"DR-Z2AN: dual-recurrent neural network with a tri-channel attention mechanism for financial management prediction","display_name":"DR-Z2AN: dual-recurrent neural network with a tri-channel attention mechanism for financial management prediction","publication_year":2024,"publication_date":"2024-11-26","ids":{"openalex":"https://openalex.org/W4404722274","doi":"https://doi.org/10.1007/s40747-024-01613-x"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01613-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01613-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01613-x.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s40747-024-01613-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114798340","display_name":"Salem Knifo","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Salem Knifo","raw_affiliation_strings":["Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey"],"affiliations":[{"raw_affiliation_string":"Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022216182","display_name":"Ahmad Alzubi","orcid":"https://orcid.org/0000-0002-0082-9922"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ahmad Alzubi","raw_affiliation_strings":["Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey"],"affiliations":[{"raw_affiliation_string":"Institute of Social Sciences, University of Mediterranean Karpasia, Mersin, Turkey","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5114798340"],"corresponding_institution_ids":[],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":3.5513,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.93174045,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9962000250816345,"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"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9962000250816345,"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"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9717000126838684,"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/T10320","display_name":"Neural Networks and Applications","score":0.9259999990463257,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.7632336020469666},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.7117794752120972},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.6969298720359802},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6153982877731323},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5465375185012817},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.40258821845054626},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3852224349975586},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.34216272830963135},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2831386923789978},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.19025328755378723},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1104060709476471}],"concepts":[{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.7632336020469666},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.7117794752120972},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.6969298720359802},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6153982877731323},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5465375185012817},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.40258821845054626},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3852224349975586},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.34216272830963135},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2831386923789978},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.19025328755378723},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1104060709476471},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01613-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01613-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01613-x.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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:80e3fb77e34d4dc5992423b522a8f57b","is_oa":true,"landing_page_url":"https://doaj.org/article/80e3fb77e34d4dc5992423b522a8f57b","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 11, Iss 1, Pp 1-16 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01613-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01613-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01613-x.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404722274.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1952553890","https://openalex.org/W1977389762","https://openalex.org/W1984743160","https://openalex.org/W2012497503","https://openalex.org/W2143945764","https://openalex.org/W2265528517","https://openalex.org/W2509907985","https://openalex.org/W2509942435","https://openalex.org/W2619224123","https://openalex.org/W2784272752","https://openalex.org/W2800806089","https://openalex.org/W2887985735","https://openalex.org/W2899158116","https://openalex.org/W2901032095","https://openalex.org/W2903696573","https://openalex.org/W2913730834","https://openalex.org/W2920897817","https://openalex.org/W2998445959","https://openalex.org/W3001989995","https://openalex.org/W3006150287","https://openalex.org/W3023521963","https://openalex.org/W3095791468","https://openalex.org/W3159562783","https://openalex.org/W3195878472","https://openalex.org/W3215200847","https://openalex.org/W4205805845","https://openalex.org/W4210424835","https://openalex.org/W4214704553","https://openalex.org/W4281789604","https://openalex.org/W4283400161","https://openalex.org/W4289225573","https://openalex.org/W4307902466","https://openalex.org/W4310197343","https://openalex.org/W4321377565","https://openalex.org/W4365145202","https://openalex.org/W4386143424","https://openalex.org/W4386410822","https://openalex.org/W4389073087","https://openalex.org/W4392303344"],"related_works":["https://openalex.org/W2382997850","https://openalex.org/W2390968135","https://openalex.org/W2382213751","https://openalex.org/W2351750670","https://openalex.org/W1597848696","https://openalex.org/W2354715126","https://openalex.org/W2388563748","https://openalex.org/W2375179084","https://openalex.org/W2366646518","https://openalex.org/W2952912015"],"abstract_inverted_index":{"Financial":[0],"management":[1,50,74,116],"prediction,":[2],"often":[3],"known":[4],"as":[5,80],"financial":[6,14,28,49,73,115],"forecasting,":[7],"is":[8,23,52,108],"the":[9,46,62,81,140,151,156,162,166,170,174,184,188,192,200,205,210,213,221,229,251,258,263],"act":[10],"of":[11,27,83,155,173,204,237,243],"estimating":[12],"future":[13,43],"outcomes":[15],"using":[16],"past":[17],"data":[18,86],"and":[19,30,39,60,93,146,153,187,241,247,273],"present":[20],"trends.":[21],"It":[22],"an":[24],"essential":[25],"component":[26],"analysis":[29],"planning":[31],"that":[32,56,228],"aids":[33],"businesses":[34],"in":[35,98,110,176,235],"making":[36],"well-informed":[37],"decisions":[38],"preparing":[40],"for":[41,65,72,113,132],"potential":[42],"events.":[44],"In":[45],"healthcare":[47],"domain,":[48],"prediction":[51,75,177],"a":[53,104,122,127],"crucial":[54],"task":[55],"helps":[57,209],"patients":[58],"track":[59],"predict":[61],"expenses":[63],"required":[64],"their":[66],"medical":[67],"services.":[68],"The":[69,135,158,179,202,224],"established":[70],"methods":[71],"have":[76],"some":[77],"flaws,":[78],"such":[79],"requirement":[82],"labeled":[84],"data,":[85,167,186],"quality,":[87],"time":[88,272],"complexity,":[89],"under":[90],"fitting":[91],"problems,":[92],"longer":[94],"execution":[95],"times.":[96],"Therefore,":[97],"order":[99],"to":[100,195,216],"resolve":[101],"these":[102],"limitations;":[103],"deep":[105],"learning-based":[106],"model":[107,138,175,181,211,231,265],"developed":[109],"this":[111,119],"study":[112],"efficient":[114],"prediction.":[117,134],"Specifically,":[118],"research":[120],"proposes":[121],"dual-recurrent":[123],"neural":[124],"network":[125],"with":[126,144,220,269],"tri-channel":[128,141,189],"attention":[129,142,160,190],"mechanism":[130,143],"(DR-Z2AN)":[131],"accurate":[133,267],"proposed":[136,252],"DR-Z2AN":[137,230,264],"combines":[139],"dual-RNN":[145],"multi-head":[147,159],"attention,":[148],"which":[149,168],"enhances":[150],"robustness":[152],"interpretability":[154],"systems.":[157],"learns":[161],"complex":[163],"relationships":[164],"between":[165],"develops":[169],"generalization":[171],"capability":[172],"tasks.":[178],"combined":[180],"efficiently":[182],"processes":[183],"sequence":[185],"improves":[191],"model's":[193],"capacity":[194],"extract":[196],"meaningful":[197],"characteristics":[198],"from":[199],"input.":[201],"integration":[203],"incentive":[206],"learning":[207,214],"approach":[208,253],"improve":[212],"parameters":[215],"get":[217],"better":[218,255],"results":[219,226,256],"minimum":[222],"error.":[223],"experimental":[225],"demonstrate":[227],"attains":[232],"minimal":[233],"error":[234],"terms":[236],"MAE,":[238],"MAPE,":[239],"MSE,":[240],"RMSE":[242],"1.46,":[244],"3.83,":[245],"4.32,":[246],"2.08,":[248],"respectively;":[249],"thus,":[250],"gives":[254],"than":[257],"other":[259],"traditional":[260],"methods.":[261],"Overall,":[262],"offers":[266],"predictions":[268],"reduced":[270],"computational":[271],"improved":[274],"interpretability.":[275]},"counts_by_year":[{"year":2025,"cited_by_count":7}],"updated_date":"2026-03-16T09:10:04.655348","created_date":"2025-10-10T00:00:00"}
