{"id":"https://openalex.org/W4321490775","doi":"https://doi.org/10.1007/s10015-023-00857-z","title":"Market prediction using machine learning based on social media specific features","display_name":"Market prediction using machine learning based on social media specific features","publication_year":2023,"publication_date":"2023-02-22","ids":{"openalex":"https://openalex.org/W4321490775","doi":"https://doi.org/10.1007/s10015-023-00857-z","pmid":"https://pubmed.ncbi.nlm.nih.gov/36852259"},"language":"en","primary_location":{"id":"doi:10.1007/s10015-023-00857-z","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s10015-023-00857-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10015-023-00857-z.pdf","source":{"id":"https://openalex.org/S104439334","display_name":"Artificial Life and Robotics","issn_l":"1433-5298","issn":["1433-5298","1614-7456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Life and Robotics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10015-023-00857-z.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026586207","display_name":"Satoshi Sekioka","orcid":null},"institutions":[{"id":"https://openalex.org/I161296585","display_name":"Tokyo University of Science","ror":"https://ror.org/05sj3n476","country_code":"JP","type":"education","lineage":["https://openalex.org/I161296585"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Satoshi Sekioka","raw_affiliation_strings":["Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda Chiba, Japan","Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda Chiba, Japan","institution_ids":["https://openalex.org/I161296585"]},{"raw_affiliation_string":"Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, Japan","institution_ids":["https://openalex.org/I161296585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112603152","display_name":"Ryo Hatano","orcid":null},"institutions":[{"id":"https://openalex.org/I161296585","display_name":"Tokyo University of Science","ror":"https://ror.org/05sj3n476","country_code":"JP","type":"education","lineage":["https://openalex.org/I161296585"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Ryo Hatano","raw_affiliation_strings":["Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda Chiba, Japan","Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda Chiba, Japan","institution_ids":["https://openalex.org/I161296585"]},{"raw_affiliation_string":"Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, Japan","institution_ids":["https://openalex.org/I161296585"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101887485","display_name":"Hiroyuki Nishiyama","orcid":"https://orcid.org/0009-0002-6589-5776"},"institutions":[{"id":"https://openalex.org/I161296585","display_name":"Tokyo University of Science","ror":"https://ror.org/05sj3n476","country_code":"JP","type":"education","lineage":["https://openalex.org/I161296585"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroyuki Nishiyama","raw_affiliation_strings":["Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda Chiba, Japan","Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda Chiba, Japan","institution_ids":["https://openalex.org/I161296585"]},{"raw_affiliation_string":"Department of Industrial Administration, Graduate School of Science and Technology, Tokyo University of Science, 2641 Yamazaki, Noda, Chiba, Japan","institution_ids":["https://openalex.org/I161296585"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5026586207"],"corresponding_institution_ids":["https://openalex.org/I161296585"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":1.5433,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.82172954,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"28","issue":"2","first_page":"410","last_page":"417"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9990000128746033,"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":0.9990000128746033,"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/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9891999959945679,"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"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.7707227468490601},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7704964876174927},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.68684983253479},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.601934552192688},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.5606203079223633},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.46085184812545776},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4260958433151245},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.41485464572906494},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.38491666316986084}],"concepts":[{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.7707227468490601},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7704964876174927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.68684983253479},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.601934552192688},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.5606203079223633},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.46085184812545776},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4260958433151245},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.41485464572906494},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.38491666316986084},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10015-023-00857-z","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s10015-023-00857-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10015-023-00857-z.pdf","source":{"id":"https://openalex.org/S104439334","display_name":"Artificial Life and Robotics","issn_l":"1433-5298","issn":["1433-5298","1614-7456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Life and Robotics","raw_type":"journal-article"},{"id":"pmid:36852259","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36852259","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial life and robotics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9946282","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9946282","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9946282/pdf/10015_2023_Article_857.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Artif Life Robot","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10015-023-00857-z","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s10015-023-00857-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10015-023-00857-z.pdf","source":{"id":"https://openalex.org/S104439334","display_name":"Artificial Life and Robotics","issn_l":"1433-5298","issn":["1433-5298","1614-7456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Life and Robotics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321490775.pdf","grobid_xml":"https://content.openalex.org/works/W4321490775.grobid-xml"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W2970641574","https://openalex.org/W3139401564","https://openalex.org/W3156510899"],"related_works":["https://openalex.org/W4379536929","https://openalex.org/W3208169454","https://openalex.org/W1996541855","https://openalex.org/W3100297620","https://openalex.org/W3211193619","https://openalex.org/W4382701299","https://openalex.org/W4212956667","https://openalex.org/W2955385375","https://openalex.org/W4296081764","https://openalex.org/W3195168932"],"abstract_inverted_index":{"In":[0,24],"recent":[1],"years,":[2],"unspecified":[3],"messages":[4],"posted":[5],"on":[6,31,63],"social":[7],"media":[8],"have":[9],"significantly":[10],"affected":[11],"the":[12,77,85,97,125,129,136,147],"price":[13,50,57,106],"fluctuations":[14],"of":[15,84,149],"online-traded":[16],"products,":[17],"such":[18,48],"as":[19,42,49],"stocks":[20],"and":[21,33,55,140,145],"virtual":[22,53],"currencies.":[23],"this":[25],"study,":[26],"we":[27],"investigate":[28],"whether":[29],"information":[30],"Twitter":[32],"natural":[34],"language":[35],"expressions":[36],"in":[37,52,104,155],"tweets":[38],"can":[39],"be":[40],"used":[41,74],"features":[43,64,72,126,144,151],"for":[44,68,132,152],"predicting":[45,153],"market":[46],"information,":[47],"changes":[51,154],"currencies":[54],"sudden":[56,102,109,113],"changes.":[58],"Our":[59],"method":[60,131],"is":[61],"based":[62],"created":[65,127],"using":[66,124],"Sentence-BERT":[67],"tweet":[69],"data.":[70],"These":[71],"were":[73],"to":[75],"train":[76],"light-gradient":[78],"boosting":[79,87],"machine":[80,93],"(LightGBM),":[81],"a":[82,101,118],"variant":[83],"gradient":[86],"ensemble":[88],"framework":[89],"that":[90],"uses":[91],"tree-based":[92],"learning":[94],"models,":[95],"with":[96,121,139],"target":[98],"variable":[99],"being":[100],"change":[103],"closing":[105],"(sudden":[107],"drop,":[108],"rise,":[110],"or":[111],"no":[112],"change).":[114],"We":[115,134],"set":[116],"up":[117],"classification":[119],"task":[120],"three":[122],"labels":[123],"by":[128],"proposed":[130],"prediction.":[133],"compared":[135],"prediction":[137],"results":[138],"without":[141],"these":[142],"new":[143],"discussed":[146],"advantages":[148],"linguistic":[150],"cryptocurrency":[156],"trends.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}