{"id":"https://openalex.org/W3196597305","doi":"https://doi.org/10.1109/icscan53069.2021.9526491","title":"Stock Price Prediction Based on LSTM Deep Learning Model","display_name":"Stock Price Prediction Based on LSTM Deep Learning Model","publication_year":2021,"publication_date":"2021-07-30","ids":{"openalex":"https://openalex.org/W3196597305","doi":"https://doi.org/10.1109/icscan53069.2021.9526491","mag":"3196597305"},"language":"en","primary_location":{"id":"doi:10.1109/icscan53069.2021.9526491","doi":"https://doi.org/10.1109/icscan53069.2021.9526491","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icscan53069.2021.9526491","pdf_url":null,"source":{"id":"https://openalex.org/S4306498854","display_name":"International Conference on System, Computation, Automation and Networking (ICSCAN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on System, Computation, Automation and Networking (ICSCAN)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5064786350","display_name":"J Kavinnilaa","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405266969","display_name":"KCG College of Technology","ror":"https://ror.org/00hprb304","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405266969"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kavinnilaa J","raw_affiliation_strings":["KCG College of Technology, Chennai, Tamilnadu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KCG College of Technology, Chennai, Tamilnadu","institution_ids":["https://openalex.org/I4405266969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111120582","display_name":"E Hemalatha","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405266969","display_name":"KCG College of Technology","ror":"https://ror.org/00hprb304","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405266969"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Hemalatha E","raw_affiliation_strings":["KCG College of Technology, Chennai, Tamilnadu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KCG College of Technology, Chennai, Tamilnadu","institution_ids":["https://openalex.org/I4405266969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017919949","display_name":"Minu Susan Jacob","orcid":"https://orcid.org/0000-0001-6325-7258","observed_orcids":["https://orcid.org/0000-0001-6325-7258"]},"institutions":[{"id":"https://openalex.org/I4405266969","display_name":"KCG College of Technology","ror":"https://ror.org/00hprb304","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405266969"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Minu Susan Jacob","raw_affiliation_strings":["KCG College of Technology, Chennai, Tamilnadu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KCG College of Technology, Chennai, Tamilnadu","institution_ids":["https://openalex.org/I4405266969"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011420827","display_name":"R. Dhanalakshmi","orcid":"https://orcid.org/0000-0003-0233-5202","observed_orcids":["https://orcid.org/0000-0003-0233-5202"]},"institutions":[{"id":"https://openalex.org/I4405266969","display_name":"KCG College of Technology","ror":"https://ror.org/00hprb304","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405266969"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dhanalakshmi R","raw_affiliation_strings":["KCG College of Technology, Chennai, Tamilnadu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KCG College of Technology, Chennai, Tamilnadu","institution_ids":["https://openalex.org/I4405266969"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405266969"],"apc_list":null,"apc_paid":null,"fwci":13.4671,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.99331151,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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/T10047","display_name":"Financial Markets and Investment Strategies","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"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/T12123","display_name":"Financial Analysis and Corporate Governance","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/stock-price-prediction","display_name":"stock price prediction","score":1.0},{"id":"https://openalex.org/keywords/stock-market-forecasting","display_name":"stock market prediction","score":0.8289999961853027},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.6589999794960022},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"long short-term memory","score":0.7599999904632568},{"id":"https://openalex.org/keywords/time-series-forecasting","display_name":"time series forecasting","score":0.6980000138282776},{"id":"https://openalex.org/keywords/investment-decision-support","display_name":"investment decision support","score":0.7210000157356262},{"id":"https://openalex.org/keywords/historical-prices","display_name":"price history","score":0.7210000157356262}],"concepts":[{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.5985482335090637},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.5618941187858582},{"id":"https://openalex.org/C2776256503","wikidata":"https://www.wikidata.org/wiki/Q7617906","display_name":"Stock market prediction","level":4,"score":0.5270959138870239},{"id":"https://openalex.org/C94931360","wikidata":"https://www.wikidata.org/wiki/Q607728","display_name":"Irrational number","level":2,"score":0.5251626372337341},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.495124489068985},{"id":"https://openalex.org/C2778865806","wikidata":"https://www.wikidata.org/wiki/Q6060850","display_name":"Investment decisions","level":3,"score":0.41092824935913086},{"id":"https://openalex.org/C12747933","wikidata":"https://www.wikidata.org/wiki/Q13405082","display_name":"Stock market bubble","level":4,"score":0.41033971309661865},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.40207087993621826},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.37973323464393616},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33604544401168823},{"id":"https://openalex.org/C106159729","wikidata":"https://www.wikidata.org/wiki/Q2294553","display_name":"Financial economics","level":1,"score":0.33596500754356384},{"id":"https://openalex.org/C109574028","wikidata":"https://www.wikidata.org/wiki/Q647525","display_name":"Behavioral economics","level":2,"score":0.30645105242729187},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.30238327383995056},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icscan53069.2021.9526491","doi":"https://doi.org/10.1109/icscan53069.2021.9526491","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icscan53069.2021.9526491","pdf_url":null,"source":{"id":"https://openalex.org/S4306498854","display_name":"International Conference on System, Computation, Automation and Networking (ICSCAN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on System, Computation, Automation and Networking (ICSCAN)","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":12,"referenced_works":["https://openalex.org/W2909749452","https://openalex.org/W2979877996","https://openalex.org/W2997396626","https://openalex.org/W3015536592","https://openalex.org/W3027566504","https://openalex.org/W3033465678","https://openalex.org/W3048511859","https://openalex.org/W3080310350","https://openalex.org/W3090118290","https://openalex.org/W3093979653","https://openalex.org/W4255600913","https://openalex.org/W4400646908"],"related_works":["https://openalex.org/W3207755142","https://openalex.org/W4401322030","https://openalex.org/W4236817244","https://openalex.org/W4388950974","https://openalex.org/W2995154733","https://openalex.org/W4416302262","https://openalex.org/W3180187322","https://openalex.org/W4328026347","https://openalex.org/W4398177834","https://openalex.org/W4362649890"],"abstract_inverted_index":{"Predicting":[0],"the":[1,6,9,13,130,164,173],"stock":[2,43,59,83,102,184],"market":[3,34,60,103,135,185],"is":[4,91,181],"either":[5],"easiest":[7],"or":[8],"toughest":[10],"task":[11],"in":[12,73,82,117],"field":[14],"of":[15,57,132,176],"computations.":[16],"There":[17],"are":[18,47],"many":[19],"factors":[20,25],"related":[21],"to":[22,41,50,94,100,105,141,157,171,182,187],"prediction,":[23],"physical":[24],"vs.":[26],"physiological,":[27],"rational":[28],"and":[29,46,66,88,99,109,137,151,191],"irrational":[30],",":[31,35],"capitalist":[32],"sentiment,":[33],"etc.":[36],"All":[37],"these":[38],"aspects":[39],"combine":[40],"make":[42,106,188],"costs":[44],"volatile":[45],"extremely":[48],"tough":[49],"predict":[51,95,101,142,183],"with":[52],"high":[53],"accuracy.":[54],"The":[55],"prices":[56,84,98,104,186],"a":[58,92,121,177],"depend":[61],"very":[62],"much":[63],"on":[64],"demand":[65,69],"supply.":[67],"High":[68],"stocks":[70,78],"will":[71,79],"increase":[72],"price":[74,175],"while":[75],"heavy":[76],"selling":[77],"decrease.":[80],"Fluctuations":[81],"affect":[85],"investor":[86],"perception":[87],"thus":[89],"there":[90],"need":[93],"future":[96,143,174],"share":[97],"more":[107,189],"acquaint":[108,190],"precise":[110,192],"investment":[111,193],"decisions.":[112,194],"We":[113,162],"examine":[114,172],"data":[115],"analysis":[116],"this":[118],"domain":[119],"as":[120],"game-changer.":[122],"This":[123,179],"paper":[124,180],"proposes":[125],"that":[126,153],"historical":[127],"value":[128],"bears":[129],"impact":[131],"all":[133],"other":[134],"events":[136],"can":[138,148,154],"be":[139,155],"used":[140,156],"movement.":[144],"Machine":[145],"Learning":[146],"techniques":[147],"detect":[149],"paradigms":[150],"insights":[152],"construct":[158],"surprisingly":[159],"correct":[160],"predictions.":[161],"propose":[163],"LSTM":[165],"(Long":[166],"Short":[167],"Term":[168],"Memory)":[169],"model":[170],"stock.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":7}],"updated_date":"2026-10-05T09:50:58.205359","created_date":"2021-09-13T00:00:00"}