{"id":"https://openalex.org/W4383219270","doi":"https://doi.org/10.1109/dsp58604.2023.10167930","title":"A Data-driven Deep Learning Approach for Bitcoin Price Forecasting","display_name":"A Data-driven Deep Learning Approach for Bitcoin Price Forecasting","publication_year":2023,"publication_date":"2023-06-11","ids":{"openalex":"https://openalex.org/W4383219270","doi":"https://doi.org/10.1109/dsp58604.2023.10167930"},"language":"en","primary_location":{"id":"doi:10.1109/dsp58604.2023.10167930","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/dsp58604.2023.10167930","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 24th International Conference on Digital Signal Processing (DSP)","raw_type":"proceedings-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/A5114064246","display_name":"Parth Daxesh Modi","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Parth Daxesh Modi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092403957","display_name":"Kamyar Arshi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kamyar Arshi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108143628","display_name":"Pertami J. Kunz","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technical University of Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]},{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Pertami J. Kunz","raw_affiliation_strings":["Darmstadt University of Technology,Grad. School of Comp. Eng","Signal Processing Group, Darmstadt University of Technology","Grad. School of Comp. Eng., Darmstadt University of Technology"],"affiliations":[{"raw_affiliation_string":"Darmstadt University of Technology,Grad. School of Comp. Eng","institution_ids":[]},{"raw_affiliation_string":"Signal Processing Group, Darmstadt University of Technology","institution_ids":["https://openalex.org/I31512782","https://openalex.org/I4210121626"]},{"raw_affiliation_string":"Grad. School of Comp. Eng., Darmstadt University of Technology","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001328562","display_name":"Abdelhak M. Zoubir","orcid":"https://orcid.org/0000-0002-4409-7743"},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technical University of Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]},{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Abdelhak M. Zoubir","raw_affiliation_strings":["Darmstadt University of Technology,Signal Processing Group","Signal Processing Group, Darmstadt University of Technology"],"affiliations":[{"raw_affiliation_string":"Darmstadt University of Technology,Signal Processing Group","institution_ids":["https://openalex.org/I31512782"]},{"raw_affiliation_string":"Signal Processing Group, Darmstadt University of Technology","institution_ids":["https://openalex.org/I31512782","https://openalex.org/I4210121626"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5114064246"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8193,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.88041583,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9991000294685364,"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":0.9991000294685364,"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/T14319","display_name":"Currency Recognition and Detection","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9909999966621399,"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/cryptocurrency","display_name":"Cryptocurrency","score":0.8993425369262695},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7742271423339844},{"id":"https://openalex.org/keywords/closing","display_name":"Closing (real estate)","score":0.7130416631698608},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6330084800720215},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.6127043962478638},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5671213269233704},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.564910352230072},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5588254928588867},{"id":"https://openalex.org/keywords/digital-currency","display_name":"Digital currency","score":0.5505321025848389},{"id":"https://openalex.org/keywords/currency","display_name":"Currency","score":0.5049477219581604},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.5024981498718262},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.44159799814224243},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4244385361671448},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33456122875213623},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.14494508504867554},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.11833345890045166},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10199350118637085},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.06970065832138062},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.0657677948474884}],"concepts":[{"id":"https://openalex.org/C180706569","wikidata":"https://www.wikidata.org/wiki/Q13479982","display_name":"Cryptocurrency","level":2,"score":0.8993425369262695},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7742271423339844},{"id":"https://openalex.org/C2778775528","wikidata":"https://www.wikidata.org/wiki/Q5135432","display_name":"Closing (real estate)","level":2,"score":0.7130416631698608},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6330084800720215},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.6127043962478638},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5671213269233704},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.564910352230072},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5588254928588867},{"id":"https://openalex.org/C48220719","wikidata":"https://www.wikidata.org/wiki/Q10836209","display_name":"Digital currency","level":3,"score":0.5505321025848389},{"id":"https://openalex.org/C141121606","wikidata":"https://www.wikidata.org/wiki/Q8142","display_name":"Currency","level":2,"score":0.5049477219581604},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.5024981498718262},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.44159799814224243},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4244385361671448},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33456122875213623},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.14494508504867554},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.11833345890045166},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10199350118637085},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06970065832138062},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0657677948474884},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C556758197","wikidata":"https://www.wikidata.org/wiki/Q580018","display_name":"Monetary economics","level":1,"score":0.0},{"id":"https://openalex.org/C145097563","wikidata":"https://www.wikidata.org/wiki/Q1148747","display_name":"Payment","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/dsp58604.2023.10167930","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/dsp58604.2023.10167930","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 24th International Conference on Digital Signal Processing (DSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:RePEc:arx:papers:2311.06280","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"preprint"},{"id":"pmh:oai:tubiblio.ulb.tu-darmstadt.de:138048","is_oa":false,"landing_page_url":"http://tubiblio.ulb.tu-darmstadt.de/138048/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196390","display_name":"TUbilio (Technical University of Darmstadt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I31512782","host_organization_name":"Technische Universit\u00e4t Darmstadt","host_organization_lineage":["https://openalex.org/I31512782"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Konferenzver\u00f6ffentlichung"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2087347434","https://openalex.org/W2131774270","https://openalex.org/W2792643794","https://openalex.org/W2905238522","https://openalex.org/W2911964244","https://openalex.org/W2914862314","https://openalex.org/W3003395231","https://openalex.org/W3121998177","https://openalex.org/W3136959963","https://openalex.org/W3201536728","https://openalex.org/W4211068006","https://openalex.org/W4236993164","https://openalex.org/W4248175462","https://openalex.org/W6788647613"],"related_works":["https://openalex.org/W4365797016","https://openalex.org/W4399705208","https://openalex.org/W3215635167","https://openalex.org/W4280585582","https://openalex.org/W1950719656","https://openalex.org/W2913682208","https://openalex.org/W4313465241","https://openalex.org/W3194174502","https://openalex.org/W3184163161","https://openalex.org/W4395689012"],"abstract_inverted_index":{"Bitcoin":[0],"as":[1],"a":[2,21,41,67],"cryptocurrency":[3],"has":[4],"been":[5],"one":[6],"of":[7,51,61],"the":[8,14,47,59,62],"most":[9],"important":[10],"digital":[11,17],"coins":[12],"and":[13,55],"first":[15],"decentralized":[16],"currency.":[18],"We":[19,45],"propose":[20],"shallow":[22,68],"Bidirectional-LSTM":[23],"(Bi-LSTM)":[24],"model,":[25],"fed":[26],"with":[27,49,58],"feature":[28,64],"engineered":[29],"data":[30],"using":[31],"our":[32],"proposed":[33,63],"method":[34],"to":[35],"forecast":[36],"bitcoin":[37],"closing":[38],"prices":[39],"in":[40],"daily":[42],"time":[43],"frame.":[44],"compare":[46],"performance":[48],"that":[50,57],"other":[52,73],"forecasting":[53,76],"methods,":[54],"show":[56],"help":[60],"engineering":[65],"method,":[66],"deep":[69],"neural":[70],"network":[71],"out-performs":[72],"popular":[74],"price":[75],"models.":[77]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}