{"id":"https://openalex.org/W4391943214","doi":"https://doi.org/10.1109/access.2024.3367129","title":"An Improved Machine Learning-Driven Framework for Cryptocurrencies Price Prediction With Sentimental Cautioning","display_name":"An Improved Machine Learning-Driven Framework for Cryptocurrencies Price Prediction With Sentimental Cautioning","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391943214","doi":"https://doi.org/10.1109/access.2024.3367129"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3367129","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367129","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10439171.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10439171.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018236292","display_name":"Muhammad Zubair","orcid":"https://orcid.org/0000-0003-2694-9364"},"institutions":[{"id":"https://openalex.org/I192392021","display_name":"University of Central Punjab","ror":"https://ror.org/04g0mqe67","country_code":"PK","type":"education","lineage":["https://openalex.org/I192392021"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Zubair","raw_affiliation_strings":["Faculty of Information Technology and Computer Science, University of Central Punjab, Lahore, Punjab, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-2694-9364","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Computer Science, University of Central Punjab, Lahore, Punjab, Pakistan","institution_ids":["https://openalex.org/I192392021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109684154","display_name":"Jaffar Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I192392021","display_name":"University of Central Punjab","ror":"https://ror.org/04g0mqe67","country_code":"PK","type":"education","lineage":["https://openalex.org/I192392021"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Jaffar Ali","raw_affiliation_strings":["Faculty of Information Technology and Computer Science, University of Central Punjab, Lahore, Punjab, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Computer Science, University of Central Punjab, Lahore, Punjab, Pakistan","institution_ids":["https://openalex.org/I192392021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052648906","display_name":"Musaed Alhussein","orcid":"https://orcid.org/0000-0002-5538-6778"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Musaed Alhussein","raw_affiliation_strings":["Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-5538-6778","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111996177","display_name":"Shoaib Hassan","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shoaib Hassan","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014562556","display_name":"Khursheed Aurangzeb","orcid":"https://orcid.org/0000-0003-3647-8578"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Khursheed Aurangzeb","raw_affiliation_strings":["Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-3647-8578","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042048342","display_name":"Muhammad Umair","orcid":"https://orcid.org/0000-0003-0456-3938"},"institutions":[{"id":"https://openalex.org/I192392021","display_name":"University of Central Punjab","ror":"https://ror.org/04g0mqe67","country_code":"PK","type":"education","lineage":["https://openalex.org/I192392021"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Umair","raw_affiliation_strings":["Faculty of Information Technology and Computer Science, University of Central Punjab, Lahore, Punjab, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Computer Science, University of Central Punjab, Lahore, Punjab, Pakistan","institution_ids":["https://openalex.org/I192392021"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":20.8743,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.99314221,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"51395","last_page":"51418"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.998199999332428,"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/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/cryptocurrency","display_name":"Cryptocurrency","score":0.859586775302887},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6739475727081299},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48967745900154114},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4300307035446167},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.27424660325050354}],"concepts":[{"id":"https://openalex.org/C180706569","wikidata":"https://www.wikidata.org/wiki/Q13479982","display_name":"Cryptocurrency","level":2,"score":0.859586775302887},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6739475727081299},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48967745900154114},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4300307035446167},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.27424660325050354}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3367129","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367129","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10439171.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a026f19c2b07450a97fb1a4fbcbe97b6","is_oa":true,"landing_page_url":"https://doaj.org/article/a026f19c2b07450a97fb1a4fbcbe97b6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 51395-51418 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3367129","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3367129","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10380310/10439171.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G7317261082","display_name":null,"funder_award_id":"RSPD2024R553","funder_id":"https://openalex.org/F4320321145","funder_display_name":"King Saud University"}],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391943214.pdf","grobid_xml":"https://content.openalex.org/works/W4391943214.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W2025291942","https://openalex.org/W2099813784","https://openalex.org/W2107878631","https://openalex.org/W2157331557","https://openalex.org/W2613101828","https://openalex.org/W2765093693","https://openalex.org/W2773831388","https://openalex.org/W2897993795","https://openalex.org/W2900785697","https://openalex.org/W2914755150","https://openalex.org/W2914862314","https://openalex.org/W2946073460","https://openalex.org/W2954187579","https://openalex.org/W2959716986","https://openalex.org/W2965291329","https://openalex.org/W2967732991","https://openalex.org/W2974558844","https://openalex.org/W2981114605","https://openalex.org/W2991033465","https://openalex.org/W3002953053","https://openalex.org/W3003326204","https://openalex.org/W3003395231","https://openalex.org/W3005448318","https://openalex.org/W3016298350","https://openalex.org/W3021511960","https://openalex.org/W3089782038","https://openalex.org/W3090750493","https://openalex.org/W3124228036","https://openalex.org/W3136753322","https://openalex.org/W3158053678","https://openalex.org/W3173768691","https://openalex.org/W3200085437","https://openalex.org/W3202074074","https://openalex.org/W3203679867","https://openalex.org/W4205499116","https://openalex.org/W4207056801","https://openalex.org/W4220704250","https://openalex.org/W4221113348","https://openalex.org/W4223924816","https://openalex.org/W4224213870","https://openalex.org/W4225128057","https://openalex.org/W4226185762","https://openalex.org/W4288471758","https://openalex.org/W4293581609","https://openalex.org/W4294343964","https://openalex.org/W4313328817","https://openalex.org/W4316661805","https://openalex.org/W4385256573","https://openalex.org/W4386101206","https://openalex.org/W4387259666","https://openalex.org/W4387485768","https://openalex.org/W6746728204","https://openalex.org/W6795065244"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Cryptocurrencies,":[0],"recognized":[1],"by":[2],"their":[3],"extreme":[4],"volatility":[5],"due":[6],"to":[7,27,101,118,139,178],"dependency":[8],"on":[9],"multiple":[10],"direct":[11],"and":[12,44,96,108,120,133,195,197,209],"indirect":[13],"factors,":[14],"offer":[15],"a":[16,86,127,131],"significant":[17],"challenge":[18],"regarding":[19],"precise":[20,92,169],"price":[21,42,78,94,143,170],"forecasting.":[22],"This":[23],"uncertainty":[24],"has":[25],"led":[26],"investment":[28],"hesitation":[29],"within":[30],"the":[31,60,68,75,141,159],"digital":[32,116],"currency":[33],"market.":[34],"Previous":[35],"research":[36],"attempts":[37],"have":[38,52,84],"presented":[39],"methodologies":[40],"for":[41,62,189],"forecasting":[43],"trend":[45],"prediction":[46],"in":[47,64,158],"cryptocurrencies.":[48],"However,":[49],"these":[50],"forecasts":[51],"typically":[53],"suffered":[54],"from":[55],"increased":[56],"error":[57,175,204],"rates,":[58],"leaving":[59],"opportunity":[61],"improvement":[63],"this":[65,81,152],"field.":[66],"Furthermore,":[67],"influence":[69],"of":[70,77,115,162,206],"sentiment-based":[71],"factors":[72],"could":[73],"compromise":[74],"reliability":[76],"predictions.":[79],"In":[80],"research,":[82],"we":[83],"proposed":[85,183],"machine":[87],"learning-driven":[88],"framework":[89],"that":[90],"provides":[91],"cryptocurrency":[93],"projections":[95],"adds":[97],"an":[98,199],"alert":[99],"mechanism":[100],"guide":[102],"investors.":[103],"Our":[104,164],"fundamental":[105],"analyzer,":[106,129],"Bi-LSTM":[107],"GRU":[109],"hybrid":[110,135],"model":[111,186],"use":[112],"historical":[113],"data":[114],"currencies":[117],"train":[119],"reliably":[121],"anticipate":[122],"future":[123],"values.":[124],"Complementing":[125],"this,":[126],"sentiment":[128],"utilizing":[130],"BERT":[132],"VADER":[134],"model,":[136],"analyzes":[137],"sentiments":[138],"assess":[140],"forecast":[142],"as":[144],"trustworthy":[145],"or":[146],"uncertain.":[147],"Besides":[148],"assisting":[149],"investor":[150],"decision-making,":[151],"technique":[153],"also":[154],"helps":[155],"risk":[156],"management":[157],"dynamic":[160],"realm":[161],"cryptocurrency.":[163],"suggested":[165],"approach":[166],"delivers":[167],"highly":[168],"predictions":[171],"with":[172],"dramatically":[173],"decreased":[174],"rates":[176],"compared":[177],"prior":[179],"competitive":[180],"studies.":[181],"The":[182],"Bi-LSTM-GRU-BERT-VADER":[184],"(BLGBV)":[185],"is":[187],"tested":[188],"three":[190],"cryptocurrencies,":[191],"namely":[192],"BTC,":[193],"ETH,":[194],"Dogecoin":[196],"reports":[198],"average":[200],"root":[201],"mean":[202],"square":[203],"(RMSE)":[205],"0.0241%,":[207],"0.0645%,":[208],"0.0978%,":[210],"respectively.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":9}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
