{"id":"https://openalex.org/W830293142","doi":"https://doi.org/10.1007/s00500-015-1764-8","title":"Multiple-cause discovery combined with structure learning for high-dimensional discrete data and application to stock prediction","display_name":"Multiple-cause discovery combined with structure learning for high-dimensional discrete data and application to stock prediction","publication_year":2015,"publication_date":"2015-07-07","ids":{"openalex":"https://openalex.org/W830293142","doi":"https://doi.org/10.1007/s00500-015-1764-8","mag":"830293142"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-015-1764-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-015-1764-8","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-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/A5100646095","display_name":"Weiqi Chen","orcid":"https://orcid.org/0000-0001-6550-5024"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weiqi Chen","raw_affiliation_strings":["Faculty of Automation, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100397027","display_name":"Zhifeng Hao","orcid":"https://orcid.org/0000-0003-2034-6562"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifeng Hao","raw_affiliation_strings":["Department of Computer Science, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076948208","display_name":"Ruichu Cai","orcid":"https://orcid.org/0000-0001-8972-167X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruichu Cai","raw_affiliation_strings":["Department of Computer Science, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051254107","display_name":"Xiangzhou Zhang","orcid":"https://orcid.org/0000-0003-3752-0045"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangzhou Zhang","raw_affiliation_strings":["Big Data Decision Institute, Jinan University, Guangzhou, China","School of Business, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Decision Institute, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]},{"raw_affiliation_string":"School of Business, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086685216","display_name":"Yong Hu","orcid":"https://orcid.org/0000-0002-3837-1750"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Hu","raw_affiliation_strings":["Big Data Decision Institute, Jinan University, Guangzhou, China","School of Business, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Decision Institute, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]},{"raw_affiliation_string":"School of Business, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036466755","display_name":"Mei Liu","orcid":"https://orcid.org/0000-0002-8036-2110"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]},{"id":"https://openalex.org/I4210128618","display_name":"University of Kansas Medical Center","ror":"https://ror.org/036c9yv20","country_code":"US","type":"funder","lineage":["https://openalex.org/I4210128618"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Mei Liu","raw_affiliation_strings":["Big Data Decision Institute, Jinan University, Guangzhou, China","University of Kansas Medical Center, Kansas City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Big Data Decision Institute, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]},{"raw_affiliation_string":"University of Kansas Medical Center, Kansas City, USA","institution_ids":["https://openalex.org/I4210128618"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100646095"],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":2.47,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.89055476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"20","issue":"11","first_page":"4575","last_page":"4588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9997000098228455,"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":0.9997000098228455,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9865000247955322,"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":0.9781000018119812,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/spurious-relationship","display_name":"Spurious relationship","score":0.8947744965553284},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6587575674057007},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.6036587357521057},{"id":"https://openalex.org/keywords/stock","display_name":"Stock (firearms)","score":0.5448846220970154},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49540746212005615},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48948776721954346},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.48850762844085693},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.46409693360328674},{"id":"https://openalex.org/keywords/conditional-independence","display_name":"Conditional independence","score":0.43744444847106934},{"id":"https://openalex.org/keywords/causal-structure","display_name":"Causal structure","score":0.43209195137023926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4319485127925873},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14955806732177734},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11911264061927795}],"concepts":[{"id":"https://openalex.org/C97256817","wikidata":"https://www.wikidata.org/wiki/Q1462316","display_name":"Spurious relationship","level":2,"score":0.8947744965553284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6587575674057007},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.6036587357521057},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.5448846220970154},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49540746212005615},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48948776721954346},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.48850762844085693},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.46409693360328674},{"id":"https://openalex.org/C79772020","wikidata":"https://www.wikidata.org/wiki/Q5159264","display_name":"Conditional independence","level":2,"score":0.43744444847106934},{"id":"https://openalex.org/C163504300","wikidata":"https://www.wikidata.org/wiki/Q2364925","display_name":"Causal structure","level":2,"score":0.43209195137023926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4319485127925873},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14955806732177734},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11911264061927795},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00500-015-1764-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-015-1764-8","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3617125859","display_name":"\u5916\u5305\u8f6f\u4ef6\u9879\u76ee\u98ce\u9669\u667a\u80fd\u51b3\u7b56\u652f\u6301\u7cfb\u7edf\u7814\u7a76-\u57fa\u4e8e\u56e0\u679c\u5206\u6790\u548c\u53ef\u884c\u52a8\u77e5\u8bc6\u53d1\u73b0\u96c6\u6210\u6846\u67b6","funder_award_id":"71271061","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8009084677","display_name":"\u9879\u76ee\u7ea7\u8f6f\u4ef6\u5f00\u53d1\u98ce\u9669\u7684\u667a\u80fd\u51b3\u7b56\u6a21\u578b\u7814\u7a76","funder_award_id":"70801020","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W188913015","https://openalex.org/W1497574396","https://openalex.org/W1524326598","https://openalex.org/W1594031697","https://openalex.org/W1849729440","https://openalex.org/W1882210885","https://openalex.org/W1976786132","https://openalex.org/W1982254517","https://openalex.org/W1992895727","https://openalex.org/W2002251109","https://openalex.org/W2011368107","https://openalex.org/W2017851316","https://openalex.org/W2019683663","https://openalex.org/W2031505816","https://openalex.org/W2031779765","https://openalex.org/W2032906216","https://openalex.org/W2041594583","https://openalex.org/W2047651994","https://openalex.org/W2049753936","https://openalex.org/W2066456070","https://openalex.org/W2066795664","https://openalex.org/W2070562133","https://openalex.org/W2091621250","https://openalex.org/W2098460974","https://openalex.org/W2111261922","https://openalex.org/W2130465031","https://openalex.org/W2133091666","https://openalex.org/W2135046866","https://openalex.org/W2150996947","https://openalex.org/W2151226328","https://openalex.org/W2165582599","https://openalex.org/W2166215547","https://openalex.org/W2169475532","https://openalex.org/W2171408260","https://openalex.org/W2326627146","https://openalex.org/W2330820318","https://openalex.org/W3085162807","https://openalex.org/W3133236490","https://openalex.org/W4299515571","https://openalex.org/W4302423442"],"related_works":["https://openalex.org/W2093587551","https://openalex.org/W2117390402","https://openalex.org/W4288089364","https://openalex.org/W2997897025","https://openalex.org/W2981477781","https://openalex.org/W2978767981","https://openalex.org/W3128944583","https://openalex.org/W4387166364","https://openalex.org/W4288101976","https://openalex.org/W2975391434"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}