{"id":"https://openalex.org/W7140612904","doi":"https://doi.org/10.1109/etcom66606.2025.11436145","title":"Intelligent Financial Forecasting Using Integrated SVR RF and LSTM Models","display_name":"Intelligent Financial Forecasting Using Integrated SVR RF and LSTM Models","publication_year":2025,"publication_date":"2025-11-28","ids":{"openalex":"https://openalex.org/W7140612904","doi":"https://doi.org/10.1109/etcom66606.2025.11436145"},"language":"en","primary_location":{"id":"doi:10.1109/etcom66606.2025.11436145","doi":"https://doi.org/10.1109/etcom66606.2025.11436145","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etcom66606.2025.11436145","pdf_url":null,"source":{"id":"https://openalex.org/S7407096363","display_name":"IEEE International Conference on Emerging Trends in Computing and Communication (ETCOM)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Emerging Trends in Computing and Communication (ETCOM)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5011292188","display_name":"Joyjit Patra","orcid":"https://orcid.org/0000-0003-4010-1925","observed_orcids":["https://orcid.org/0000-0003-4010-1925"]},"institutions":[{"id":"https://openalex.org/I4405278150","display_name":"Dr. B.C. Roy Engineering College","ror":"https://ror.org/0543htw25","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405278150"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Joyjit Patra","raw_affiliation_strings":["Dr. B. C. Roy Engineering College,Dept. of C.S.E.,Durgapur,WB,India"],"raw_orcid":"https://orcid.org/0000-0003-4010-1925","affiliations":[{"raw_affiliation_string":"Dr. B. C. Roy Engineering College,Dept. of C.S.E.,Durgapur,WB,India","institution_ids":["https://openalex.org/I4405278150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017047139","display_name":"Subhendu Sekhar Patra","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Subhendu Sekhar Patra","raw_affiliation_strings":["Gargi Memorial Institute of Technology,Dept. of C.S.E.,Baruipur,WB,India","School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gargi Memorial Institute of Technology,Dept. of C.S.E.,Baruipur,WB,India","institution_ids":[]},{"raw_affiliation_string":"School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038431429","display_name":"Subir Gupta","orcid":"https://orcid.org/0000-0002-0941-0749","observed_orcids":["https://orcid.org/0000-0002-0941-0749"]},"institutions":[{"id":"https://openalex.org/I175399479","display_name":"Haldia Institute of Technology","ror":"https://ror.org/0211bs523","country_code":"IN","type":"education","lineage":["https://openalex.org/I175399479"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Subir Gupta","raw_affiliation_strings":["Haldia Institute of Technology,Dept. of C.S.E (AIML),Haldia,WB,India"],"raw_orcid":"https://orcid.org/0000-0002-0941-0749","affiliations":[{"raw_affiliation_string":"Haldia Institute of Technology,Dept. of C.S.E (AIML),Haldia,WB,India","institution_ids":["https://openalex.org/I175399479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046287628","display_name":"Utpal Chandra De","orcid":"https://orcid.org/0000-0002-1487-066X","observed_orcids":["https://orcid.org/0000-0002-1487-066X","https://orcid.org/0000-0003-4870-5758"]},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Utpal Chandra De","raw_affiliation_strings":["School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066330045","display_name":"Bibhuti Bhusan Dash","orcid":"https://orcid.org/0000-0001-8786-137X","observed_orcids":["https://orcid.org/0000-0001-8786-137X"]},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bibhuti Bhusan Dash","raw_affiliation_strings":["School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India","institution_ids":["https://openalex.org/I67357951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080284319","display_name":"Sudhansu Shekhar Patra","orcid":"https://orcid.org/0000-0001-9996-7681","observed_orcids":["https://orcid.org/0000-0001-9996-7681"]},"institutions":[{"id":"https://openalex.org/I67357951","display_name":"KIIT University","ror":"https://ror.org/00k8zt527","country_code":"IN","type":"education","lineage":["https://openalex.org/I67357951"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sudhansu Shekhar Patra","raw_affiliation_strings":["Gargi Memorial Institute of Technology,Dept. of C.S.E.,Baruipur,WB,India","School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gargi Memorial Institute of Technology,Dept. of C.S.E.,Baruipur,WB,India","institution_ids":[]},{"raw_affiliation_string":"School of Computer Applications KIIT, Deemed to be University,Bhubaneswar,India","institution_ids":["https://openalex.org/I67357951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":1.0,"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":1.0,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.0,"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/financial-forecasting","display_name":"financial forecasting","score":0.996999979019165},{"id":"https://openalex.org/keywords/hybrid-machine-learning","display_name":"hybrid machine learning","score":0.7570000290870667},{"id":"https://openalex.org/keywords/support-vector-regression","display_name":"support vector regression","score":0.9980000257492065},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9990000128746033},{"id":"https://openalex.org/keywords/long-short-term-memory-networks","display_name":"long short-term memory networks","score":0.9639999866485596},{"id":"https://openalex.org/keywords/stock-price-prediction","display_name":"stock price prediction","score":0.8840000033378601},{"id":"https://openalex.org/keywords/macroeconomic-factors","display_name":"macroeconomic factors","score":0.8820000290870667},{"id":"https://openalex.org/keywords/prediction-accuracy","display_name":"prediction accuracy","score":0.4569999873638153}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5899999737739563},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5264999866485596},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38530001044273376},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.34279999136924744},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33980000019073486},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3368000090122223},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.33250001072883606},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.31520000100135803},{"id":"https://openalex.org/C163068380","wikidata":"https://www.wikidata.org/wiki/Q3409313","display_name":"Economic forecasting","level":2,"score":0.30720001459121704},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.28279998898506165}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/etcom66606.2025.11436145","doi":"https://doi.org/10.1109/etcom66606.2025.11436145","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etcom66606.2025.11436145","pdf_url":null,"source":{"id":"https://openalex.org/S7407096363","display_name":"IEEE International Conference on Emerging Trends in Computing and Communication (ETCOM)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Emerging Trends in Computing and Communication (ETCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2997193501","https://openalex.org/W3131702711","https://openalex.org/W4212791338","https://openalex.org/W4220923551","https://openalex.org/W4293056331","https://openalex.org/W4294576913","https://openalex.org/W4380075639","https://openalex.org/W4380592378","https://openalex.org/W4387402248","https://openalex.org/W4389350202","https://openalex.org/W4396792301","https://openalex.org/W4400591096","https://openalex.org/W4400609217","https://openalex.org/W4408434866","https://openalex.org/W4408673793"],"related_works":["https://openalex.org/W4402416613","https://openalex.org/W4411441523","https://openalex.org/W7167846947","https://openalex.org/W7220613649","https://openalex.org/W4409257251","https://openalex.org/W4412964717","https://openalex.org/W7124743267","https://openalex.org/W4413438927","https://openalex.org/W4402388054","https://openalex.org/W7134033523"],"abstract_inverted_index":{"Financial":[0],"forecasting":[1],"assumes":[2],"a":[3,28,34,76,90,101,128,135,163],"topmost":[4],"place":[5],"for":[6,166],"investment":[7],"as":[8,10,73,75],"well":[9,74],"decision-making.":[11],"Traditional":[12],"machine":[13,36,114],"learning":[14,37,115],"algorithms":[15],"are":[16],"not":[17],"capable":[18],"of":[19,43,61,134,142],"handling":[20],"nonlinear":[21],"patterns":[22,86,133],"and":[23,51,79,107,161],"volatility":[24],"that":[25,39,87,96,153],"exist":[26,88],"in":[27,104,131],"financial":[29,62,91,136,169],"market.":[30],"This":[31,64,148],"study":[32],"proposes":[33],"hybrid":[35,65,98,155],"technique":[38,66],"includes":[40],"the":[41,84,97,120,140,151,154],"strength":[42],"Support":[44],"Vector":[45],"Regression":[46],"(SVR),":[47],"Random":[48,117],"Forest":[49,118],"(RF),":[50],"Long":[52],"Short-Term":[53],"Memory":[54],"Networks":[55],"(LSTM)":[56],"to":[57,82],"improve":[58],"accuracy":[59,159],"levels":[60,160],"forecasting.":[63],"relies":[67],"on":[68,145],"previous":[69,146],"market":[70],"pricing":[71],"information":[72],"few":[77],"macro-economic":[78],"sentiment-based":[80],"factors":[81],"analyze":[83],"non-linear":[85],"within":[89],"dataset.":[92],"Experimental":[93],"analysis":[94,149],"demonstrates":[95],"approach":[99,156],"achieves":[100,157],"12%":[102],"improvement":[103,110],"RMSE":[105],"error":[106],"an":[108],"8%":[109],"in$\\mathbf{R}^{\\mathbf{2}}$values":[111],"than":[112],"existing":[113],"techniques.":[116],"boosts":[119],"performance":[121],"by":[122,138],"stabilizing":[123],"predictions,":[124],"while":[125],"LSTM":[126],"takes":[127],"strong":[129],"lead":[130],"understanding":[132],"dataset":[137],"analyzing":[139],"dependence":[141],"future":[143],"predictions":[144],"patterns.":[147],"supports":[150],"claim":[152],"higher":[158],"promotes":[162],"stable":[164],"method":[165],"making":[167],"smart":[168],"decisions.":[170]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-03-27T00:00:00"}