{"id":"https://openalex.org/W4404959152","doi":"https://doi.org/10.1007/s10489-024-05894-0","title":"Multimodal market information fusion for stock price trend prediction in the pharmaceutical sector","display_name":"Multimodal market information fusion for stock price trend prediction in the pharmaceutical sector","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4404959152","doi":"https://doi.org/10.1007/s10489-024-05894-0"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-024-05894-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-024-05894-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-024-05894-0.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10489-024-05894-0.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102753561","display_name":"Hongren Wang","orcid":"https://orcid.org/0000-0001-5710-7990"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hongren Wang","raw_affiliation_strings":["Faculty of Education, The University of Hong Kong, Pokfulam, Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Education, The University of Hong Kong, Pokfulam, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047260961","display_name":"Zerong Xie","orcid":"https://orcid.org/0000-0002-7679-5183"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zerong Xie","raw_affiliation_strings":["Faculty of Education, The University of Hong Kong, Pokfulam, Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Education, The University of Hong Kong, Pokfulam, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062947858","display_name":"Dickson K.W. Chiu","orcid":"https://orcid.org/0000-0002-7926-9568"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Dickson K. W. Chiu","raw_affiliation_strings":["Faculty of Education, The University of Hong Kong, Pokfulam, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-7926-9568","affiliations":[{"raw_affiliation_string":"Faculty of Education, The University of Hong Kong, Pokfulam, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003137655","display_name":"Kevin K.W. Ho","orcid":"https://orcid.org/0000-0003-1304-0573"},"institutions":[{"id":"https://openalex.org/I146399215","display_name":"University of Tsukuba","ror":"https://ror.org/02956yf07","country_code":"JP","type":"education","lineage":["https://openalex.org/I146399215"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kevin K. W. Ho","raw_affiliation_strings":["Institute of Business Sciences, University of Tsukuba, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Business Sciences, University of Tsukuba, Tokyo, Japan","institution_ids":["https://openalex.org/I146399215"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5062947858"],"corresponding_institution_ids":["https://openalex.org/I889458895"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":9.174,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.9827317,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"55","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":0.9972000122070312,"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":0.9972000122070312,"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/T11059","display_name":"Market Dynamics and Volatility","score":0.9939000010490417,"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"}},{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9850999712944031,"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/computer-science","display_name":"Computer science","score":0.8177554607391357},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.5796725153923035},{"id":"https://openalex.org/keywords/information-fusion","display_name":"Information fusion","score":0.5149667859077454},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.45428016781806946},{"id":"https://openalex.org/keywords/stock-price","display_name":"Stock price","score":0.43351301550865173},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32481637597084045},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.06318530440330505}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8177554607391357},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.5796725153923035},{"id":"https://openalex.org/C2982962833","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information fusion","level":2,"score":0.5149667859077454},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.45428016781806946},{"id":"https://openalex.org/C2988984586","wikidata":"https://www.wikidata.org/wiki/Q1020013","display_name":"Stock price","level":3,"score":0.43351301550865173},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32481637597084045},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.06318530440330505},{"id":"https://openalex.org/C2780762169","wikidata":"https://www.wikidata.org/wiki/Q5905368","display_name":"Horse","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10489-024-05894-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-024-05894-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-024-05894-0.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10489-024-05894-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10489-024-05894-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10489-024-05894-0.pdf","source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404959152.pdf","grobid_xml":"https://content.openalex.org/works/W4404959152.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W2597655663","https://openalex.org/W2746722496","https://openalex.org/W2783740942","https://openalex.org/W2792764867","https://openalex.org/W2798413829","https://openalex.org/W2810965170","https://openalex.org/W2885195348","https://openalex.org/W2897733922","https://openalex.org/W2902087482","https://openalex.org/W2936404407","https://openalex.org/W2947345662","https://openalex.org/W3005880472","https://openalex.org/W3015228848","https://openalex.org/W3017229010","https://openalex.org/W3024699052","https://openalex.org/W3035414307","https://openalex.org/W3043008751","https://openalex.org/W3043654723","https://openalex.org/W3048630347","https://openalex.org/W3080733778","https://openalex.org/W3085139254","https://openalex.org/W3093558474","https://openalex.org/W3124110242","https://openalex.org/W3124986135","https://openalex.org/W3126673841","https://openalex.org/W3128372430","https://openalex.org/W3137066771","https://openalex.org/W3153624456","https://openalex.org/W3169131828","https://openalex.org/W3174745958","https://openalex.org/W3187770275","https://openalex.org/W3189361795","https://openalex.org/W3195050228","https://openalex.org/W3196112488","https://openalex.org/W3217550500","https://openalex.org/W4206223802","https://openalex.org/W4210496140","https://openalex.org/W4210887023","https://openalex.org/W4212908040","https://openalex.org/W4220889560","https://openalex.org/W4221055736","https://openalex.org/W4288416684","https://openalex.org/W4291122927","https://openalex.org/W4302287581","https://openalex.org/W4312548007","https://openalex.org/W4313391929","https://openalex.org/W4318586138","https://openalex.org/W4365453241","https://openalex.org/W4366175382","https://openalex.org/W4381511561","https://openalex.org/W4385648113","https://openalex.org/W4387402605","https://openalex.org/W4388015460","https://openalex.org/W4391103543"],"related_works":["https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W2967030268","https://openalex.org/W2185253430","https://openalex.org/W4210345652","https://openalex.org/W1984333081","https://openalex.org/W2945063165","https://openalex.org/W2355579697","https://openalex.org/W4360871138","https://openalex.org/W3208972923"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,8,18,37,75,85,96,133,140,143],"evolution":[3],"of":[4,39,142],"China's":[5],"market":[6,10,45,129],"economy,":[7],"securities":[9],"is":[11],"increasingly":[12],"anchoring":[13],"a":[14],"pivotal":[15],"role":[16],"in":[17,57,149],"nation's":[19],"economic":[20],"landscape.":[21],"Consequently,":[22],"stock":[23,44,62,91,102,114,151],"trend":[24],"forecasting":[25],"has":[26],"garnered":[27],"heightened":[28],"attention":[29],"among":[30],"scholars":[31],"and":[32,70,79,90,101,113,128,139,154],"practitioners.":[33],"This":[34],"research":[35],"pioneers":[36],"use":[38],"multimodal":[40,59],"information":[41],"to":[42,83],"predict":[43],"fluctuations.":[46],"Based":[47],"on":[48,145],"our":[49],"experimental":[50],"results,":[51],"LSTM":[52],"+":[53],"Transformer":[54],"performs":[55],"better":[56],"handling":[58],"data":[60],"for":[61,116,126],"movement":[63],"prediction":[64],"tasks":[65],"regarding":[66],"accuracy,":[67],"F1-score,":[68],"precision,":[69],"recall.":[71],"Additionally,":[72],"we":[73],"employed":[74],"Granger":[76],"causality":[77],"test":[78,82],"Impulse":[80],"response":[81],"investigate":[84],"causal":[86,107],"relationships":[87],"between":[88,98,109],"sentiment":[89,138],"trends,":[92],"as":[93,95],"well":[94],"interplay":[97],"COVID-related":[99],"indicators":[100],"trajectories.":[103],"We":[104],"identified":[105],"discernible":[106],"links":[108],"sentiments,":[110],"COVID":[111],"indicators,":[112],"trends":[115],"select":[117],"pharmaceutical":[118,134],"stocks.":[119],"Our":[120],"findings":[121],"can":[122,147],"provide":[123],"valuable":[124],"guidance":[125],"investors":[127],"regulators,":[130],"especially":[131],"within":[132],"industry.":[135],"Understanding":[136],"investor":[137],"impact":[141],"pandemic":[144],"severity":[146],"assist":[148],"effective":[150],"commentary":[152],"management":[153],"improve":[155],"investment":[156],"strategies.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":17}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}