{"id":"https://openalex.org/W4413074682","doi":"https://doi.org/10.1109/tcss.2025.3583788","title":"Agricultural Futures Trading Decision Using AI Agent With Multiscale Candlestick Analysis","display_name":"Agricultural Futures Trading Decision Using AI Agent With Multiscale Candlestick Analysis","publication_year":2025,"publication_date":"2025-07-16","ids":{"openalex":"https://openalex.org/W4413074682","doi":"https://doi.org/10.1109/tcss.2025.3583788"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2025.3583788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3583788","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090403843","display_name":"Jiarong Wang","orcid":"https://orcid.org/0000-0002-3725-5248"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiarong Wang","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020429493","display_name":"Jiaji Wu","orcid":"https://orcid.org/0000-0003-3769-0271"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaji Wu","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059962901","display_name":"Guoshuai Zhang","orcid":"https://orcid.org/0000-0001-7432-3484"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoshuai Zhang","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042225093","display_name":"Mingzhou Tan","orcid":"https://orcid.org/0009-0008-2204-1854"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mingzhou Tan","raw_affiliation_strings":["AAMA Angel Investment Management (Beijing) Company Ltd., Beijing, China"],"affiliations":[{"raw_affiliation_string":"AAMA Angel Investment Management (Beijing) Company Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088740960","display_name":"Shaohong Chen","orcid":"https://orcid.org/0009-0004-9066-3891"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaohong Chen","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060751556","display_name":"Zeyi Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyi Lin","raw_affiliation_strings":["School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Xidian University, Xi&#x2019;an, Shaanxi, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5090403843"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":1.9642,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88790147,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"12","issue":"6","first_page":"5318","last_page":"5329"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12384","display_name":"Customer churn and segmentation","score":0.3776000142097473,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T12384","display_name":"Customer churn and segmentation","score":0.3776000142097473,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.3472999930381775,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/futures-contract","display_name":"Futures contract","score":0.755748450756073},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.5681114196777344},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.41344964504241943},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.35437023639678955},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.12578865885734558},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.09005743265151978},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.07606497406959534}],"concepts":[{"id":"https://openalex.org/C106306483","wikidata":"https://www.wikidata.org/wiki/Q183984","display_name":"Futures contract","level":2,"score":0.755748450756073},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5681114196777344},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.41344964504241943},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35437023639678955},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.12578865885734558},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.09005743265151978},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07606497406959534}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2025.3583788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3583788","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/2"}],"awards":[{"id":"https://openalex.org/G2022280949","display_name":null,"funder_award_id":"2024M752529","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2129470340","display_name":null,"funder_award_id":"62271381","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2185239270","https://openalex.org/W2248982967","https://openalex.org/W2417309455","https://openalex.org/W2774610454","https://openalex.org/W2782613816","https://openalex.org/W2891540160","https://openalex.org/W2982109826","https://openalex.org/W3013773438","https://openalex.org/W3016462384","https://openalex.org/W3019706231","https://openalex.org/W3028999579","https://openalex.org/W3081905268","https://openalex.org/W3151614082","https://openalex.org/W3174869146","https://openalex.org/W3190783330","https://openalex.org/W3206444041","https://openalex.org/W4210980530","https://openalex.org/W4285011703","https://openalex.org/W4316038443","https://openalex.org/W4323669855","https://openalex.org/W4386401396","https://openalex.org/W4386898710","https://openalex.org/W4387621362","https://openalex.org/W4387835442","https://openalex.org/W4393276226","https://openalex.org/W4396547599","https://openalex.org/W4402786156","https://openalex.org/W4408164074"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2200638682","https://openalex.org/W2494020708","https://openalex.org/W2080194917","https://openalex.org/W2230611034","https://openalex.org/W4387762087","https://openalex.org/W2069474937","https://openalex.org/W3124189739"],"abstract_inverted_index":{"The":[0],"high":[1],"volatility,":[2],"seasonality":[3],"and":[4,30,69,91,99,112,123,142,155,168,195],"complex":[5,206],"trading":[6,21,50,172,204],"environment":[7],"of":[8,19,171],"agricultural":[9,48,54],"futures":[10,49,55],"markets":[11,189],"present":[12],"significant":[13],"challenges":[14],"to":[15,64,85],"the":[16,75,87,117,128,149,165],"dynamic":[17],"adaptability":[18,154],"algorithmic":[20],"systems.":[22],"Traditional":[23],"methods":[24],"rely":[25],"on":[26],"fixed-scale":[27],"image":[28,83],"analysis":[29],"lack":[31],"adaptability,":[32],"making":[33,124],"them":[34],"unsuitable":[35],"for":[36,47,177,202],"varying":[37],"volatility":[38,57],"conditions.":[39,208],"Therefore,":[40],"this":[41,161],"study":[42],"proposes":[43],"an":[44,53,199],"AI":[45],"agent":[46,76,129],"decisions.":[51,126],"First,":[52],"adaptive":[56],"rate":[58],"serves":[59,115],"as":[60,96,116,191],"a":[61,103,135],"computational":[62],"tool":[63],"dynamically":[65],"identify":[66],"high-volatility":[67],"regions":[68],"generate":[70],"finer-scale":[71],"candlestick":[72,89],"charts.":[73],"Second,":[74],"uses":[77],"Vision-Language":[78],"Large":[79,104],"Model":[80,106],"with":[81,107,148],"robust":[82],"comprehension":[84],"analyze":[86],"multiscale":[88],"charts":[90],"extract":[92],"key":[93],"features":[94],"such":[95,190],"trend":[97],"direction":[98],"technical":[100],"patterns.":[101],"Subsequently,":[102],"Language":[105],"advanced":[108],"natural":[109],"language":[110],"understanding":[111],"logical":[113],"reasoning":[114],"\u201cdecision-making":[118],"brain\u201d,":[119],"evaluating":[120],"market":[121,207],"trends":[122],"buy/sell":[125],"Finally,":[127],"refines":[130],"its":[131],"decision":[132],"logic":[133],"through":[134],"multimodal":[136],"feedback":[137],"mechanism":[138],"that":[139,160],"combines":[140],"numerical":[141],"textual":[143],"information":[144],"from":[145],"ongoing":[146],"interactions":[147],"environment,":[150],"thereby":[151],"enhancing":[152],"system":[153],"robustness.":[156],"Experimental":[157],"results":[158],"indicate":[159],"framework":[162],"significantly":[163],"improves":[164],"accuracy,":[166],"stability,":[167],"risk":[169],"control":[170],"strategies,":[173],"offering":[174],"valuable":[175],"insights":[176],"human":[178],"decision-making.":[179],"In":[180],"addition,":[181],"it":[182],"demonstrates":[183],"potential":[184],"applicability":[185],"in":[186,205],"other":[187],"financial":[188],"stock":[192],"indices,":[193],"energy,":[194],"major":[196],"commodities,":[197],"providing":[198],"innovative":[200],"solution":[201],"intelligent":[203]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
