{"id":"https://openalex.org/W4382284183","doi":"https://doi.org/10.1145/3584871.3584875","title":"Evaluation of Price Prediction Models for Cryptocurrencies based on convolutional neural networks trained on Candlestick Charts","display_name":"Evaluation of Price Prediction Models for Cryptocurrencies based on convolutional neural networks trained on Candlestick Charts","publication_year":2023,"publication_date":"2023-01-31","ids":{"openalex":"https://openalex.org/W4382284183","doi":"https://doi.org/10.1145/3584871.3584875"},"language":"en","primary_location":{"id":"doi:10.1145/3584871.3584875","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3584871.3584875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 The 6th International Conference on Software Engineering and Information Management","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/A5092280544","display_name":"Tomohiko Hagio","orcid":"https://orcid.org/0009-0001-2892-805X"},"institutions":[{"id":"https://openalex.org/I72375662","display_name":"Osaka Institute of Technology","ror":"https://ror.org/02znffm54","country_code":"JP","type":"education","lineage":["https://openalex.org/I72375662"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tomohiko Hagio","raw_affiliation_strings":["Faculty of Information Science and Technology, Osaka Institute of Technology, Japan"],"raw_orcid":"https://orcid.org/0009-0001-2892-805X","affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Technology, Osaka Institute of Technology, Japan","institution_ids":["https://openalex.org/I72375662"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048290206","display_name":"Mutsuo Sano","orcid":"https://orcid.org/0009-0004-3494-287X"},"institutions":[{"id":"https://openalex.org/I72375662","display_name":"Osaka Institute of Technology","ror":"https://ror.org/02znffm54","country_code":"JP","type":"education","lineage":["https://openalex.org/I72375662"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Mutsuo Sano","raw_affiliation_strings":["Faculty of Information Science and Technology, Osaka Institute of Technology, Japan"],"raw_orcid":"https://orcid.org/0009-0004-3494-287X","affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Technology, Osaka Institute of Technology, Japan","institution_ids":["https://openalex.org/I72375662"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I72375662"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08983132,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"26","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.995199978351593,"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":0.995199978351593,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9948999881744385,"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/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.980400025844574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cryptocurrency","display_name":"Cryptocurrency","score":0.6806638836860657},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6443783044815063},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5889137983322144},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5581689476966858},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4929201602935791},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44513070583343506},{"id":"https://openalex.org/keywords/novelty","display_name":"Novelty","score":0.44465333223342896},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.4207085967063904},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.17602497339248657}],"concepts":[{"id":"https://openalex.org/C180706569","wikidata":"https://www.wikidata.org/wiki/Q13479982","display_name":"Cryptocurrency","level":2,"score":0.6806638836860657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6443783044815063},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5889137983322144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5581689476966858},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4929201602935791},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44513070583343506},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.44465333223342896},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4207085967063904},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.17602497339248657},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3584871.3584875","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3584871.3584875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 The 6th International Conference on Software Engineering and Information Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W611868404","https://openalex.org/W2194775991","https://openalex.org/W2766809680","https://openalex.org/W2771814524","https://openalex.org/W3163083831","https://openalex.org/W6687483927","https://openalex.org/W6731214603"],"related_works":["https://openalex.org/W4287776258","https://openalex.org/W3027997911","https://openalex.org/W2337926734","https://openalex.org/W1629725936","https://openalex.org/W4366224123","https://openalex.org/W4312501200","https://openalex.org/W4313050734","https://openalex.org/W4381832759","https://openalex.org/W4320802194","https://openalex.org/W4381487685"],"abstract_inverted_index":{"In":[0,43,61],"the":[1,14,36,64,69,85,101,133,139],"past":[2],"few":[3],"years,":[4],"there":[5],"has":[6,111],"been":[7,112],"a":[8,48,74,143,149],"growing":[9],"interest":[10],"in":[11],"cryptocurrencies.":[12],"However,":[13],"risk":[15,33],"of":[16,40,73,76,94,146,152],"incurring":[17],"losses":[18],"is":[19,97],"high":[20],"due":[21],"to":[22,30,57,115],"their":[23,41,121],"large":[24],"price":[25,59,86,103],"fluctuations.":[26],"Therefore,":[27],"we":[28,46,99],"want":[29],"reduce":[31],"this":[32,44,62,95],"by":[34],"predicting":[35],"rise":[37],"and":[38,79,148],"fall":[39],"prices.":[42],"study,":[45],"use":[47],"convolutional":[49],"neural":[50],"network":[51],"model":[52,125,130],"trained":[53,67,131],"on":[54,68,83,120,132],"candlestick":[55,108],"charts":[56],"make":[58],"predictions.":[60],"experiment,":[63],"system":[65],"was":[66],"image":[70],"pattern":[71,123],"data":[72,134],"set":[75],"five":[77],"candlesticks,":[78],"predictions":[80],"were":[81],"made":[82],"whether":[84],"would":[87],"go":[88],"up":[89],"or":[90],"down.":[91],"The":[92,129],"novelty":[93],"research":[96],"that":[98],"apply":[100],"stock":[102],"prediction":[104,118],"method":[105],"using":[106],"visual":[107,122],"patterns,":[109],"which":[110],"empirically":[113],"judged,":[114],"virtual":[116],"currency":[117],"based":[119],"transition":[124],"with":[126,142],"deep":[127],"learning.":[128],"from":[135],"1-minute":[136],"intervals":[137],"gave":[138],"best":[140],"results,":[141],"predictive":[144],"accuracy":[145],"58.69%":[147],"bankruptcy":[150],"probability":[151],"only":[153],"1.678%.":[154]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}