{"id":"https://openalex.org/W4206486877","doi":"https://doi.org/10.1155/2022/5034976","title":"Research on Forecasting Methods of Agricultural Products Consumption Behavior Based on Unsupervised Learning","display_name":"Research on Forecasting Methods of Agricultural Products Consumption Behavior Based on Unsupervised Learning","publication_year":2022,"publication_date":"2022-01-19","ids":{"openalex":"https://openalex.org/W4206486877","doi":"https://doi.org/10.1155/2022/5034976"},"language":"en","primary_location":{"id":"doi:10.1155/2022/5034976","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/5034976","pdf_url":"https://downloads.hindawi.com/journals/am/2022/5034976.pdf","source":{"id":"https://openalex.org/S4210205703","display_name":"Advances in Multimedia","issn_l":"1687-5680","issn":["1687-5680","1687-5699"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/am/2022/5034976.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103032848","display_name":"Yang Hui","orcid":"https://orcid.org/0000-0002-8006-341X"},"institutions":[{"id":"https://openalex.org/I169572211","display_name":"Northeast Agricultural University","ror":"https://ror.org/0515nd386","country_code":"CN","type":"education","lineage":["https://openalex.org/I169572211"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hui Yang","raw_affiliation_strings":["College of Economics and Management, Northeast Agricultural University, Harbin 150030, China"],"raw_orcid":"https://orcid.org/0000-0002-8006-341X","affiliations":[{"raw_affiliation_string":"College of Economics and Management, Northeast Agricultural University, Harbin 150030, China","institution_ids":["https://openalex.org/I169572211"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102739968","display_name":"Tian Yang","orcid":"https://orcid.org/0000-0003-2960-525X"},"institutions":[{"id":"https://openalex.org/I169572211","display_name":"Northeast Agricultural University","ror":"https://ror.org/0515nd386","country_code":"CN","type":"education","lineage":["https://openalex.org/I169572211"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Yang","raw_affiliation_strings":["College of Economics and Management, Northeast Agricultural University, Harbin 150030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Northeast Agricultural University, Harbin 150030, China","institution_ids":["https://openalex.org/I169572211"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052656055","display_name":"Xiangxin Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I169572211","display_name":"Northeast Agricultural University","ror":"https://ror.org/0515nd386","country_code":"CN","type":"education","lineage":["https://openalex.org/I169572211"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangxin Ma","raw_affiliation_strings":["College of Economics and Management, Northeast Agricultural University, Harbin 150030, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Northeast Agricultural University, Harbin 150030, China","institution_ids":["https://openalex.org/I169572211"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111517656","display_name":"Lin Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Lin","raw_affiliation_strings":["Department of Economic Management, Harbin Institute of Vocational and Technical Applications, Harbin 150078, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economic Management, Harbin Institute of Vocational and Technical Applications, Harbin 150078, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5103032848"],"corresponding_institution_ids":["https://openalex.org/I169572211"],"apc_list":{"value":925,"currency":"USD","value_usd":925},"apc_paid":{"value":925,"currency":"USD","value_usd":925},"fwci":0.081,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.28828875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.821399986743927,"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"}},"topics":[{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.821399986743927,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8090999722480774,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.7976999878883362,"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/stability","display_name":"Stability (learning theory)","score":0.7106553316116333},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7051893472671509},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.6793631911277771},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.6760493516921997},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.608292818069458},{"id":"https://openalex.org/keywords/urbanization","display_name":"Urbanization","score":0.5722160339355469},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.5630016326904297},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5612357258796692},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47263333201408386},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4408806264400482},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14792069792747498},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.102285236120224}],"concepts":[{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.7106553316116333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7051893472671509},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.6793631911277771},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.6760493516921997},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.608292818069458},{"id":"https://openalex.org/C39853841","wikidata":"https://www.wikidata.org/wiki/Q161078","display_name":"Urbanization","level":2,"score":0.5722160339355469},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5630016326904297},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5612357258796692},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47263333201408386},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4408806264400482},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14792069792747498},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.102285236120224},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2022/5034976","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/5034976","pdf_url":"https://downloads.hindawi.com/journals/am/2022/5034976.pdf","source":{"id":"https://openalex.org/S4210205703","display_name":"Advances in Multimedia","issn_l":"1687-5680","issn":["1687-5680","1687-5699"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7968111f45c6409593f57b105d992b9c","is_oa":true,"landing_page_url":"https://doaj.org/article/7968111f45c6409593f57b105d992b9c","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":"Advances in Multimedia, Vol 2022 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2022/5034976","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/5034976","pdf_url":"https://downloads.hindawi.com/journals/am/2022/5034976.pdf","source":{"id":"https://openalex.org/S4210205703","display_name":"Advances in Multimedia","issn_l":"1687-5680","issn":["1687-5680","1687-5699"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Multimedia","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.5600000023841858,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206486877.pdf","grobid_xml":"https://content.openalex.org/works/W4206486877.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1501005121","https://openalex.org/W1983865151","https://openalex.org/W2063987149","https://openalex.org/W2111547563","https://openalex.org/W2313966941","https://openalex.org/W2464725281","https://openalex.org/W2496751763","https://openalex.org/W2765996080","https://openalex.org/W2780674668","https://openalex.org/W2791315675","https://openalex.org/W2803881474","https://openalex.org/W2806192798","https://openalex.org/W2810355601","https://openalex.org/W2892256917","https://openalex.org/W2903266193","https://openalex.org/W2914559160","https://openalex.org/W2934399013","https://openalex.org/W2946844666","https://openalex.org/W2947862401","https://openalex.org/W2987722012","https://openalex.org/W3100710928"],"related_works":["https://openalex.org/W2392907783","https://openalex.org/W891751532","https://openalex.org/W1985072978","https://openalex.org/W2375489112","https://openalex.org/W2370838374","https://openalex.org/W2354222596","https://openalex.org/W2392291083","https://openalex.org/W2353135038","https://openalex.org/W2381059267","https://openalex.org/W2347277971"],"abstract_inverted_index":{"Constructing":[0],"a":[1,60,140],"perfect":[2],"urban":[3,17],"fresh":[4],"agricultural":[5,39,72,116,132],"product":[6,40,73],"supply":[7],"system":[8],"is":[9,21],"the":[10,14,23,50,55,87,90,97,101,105,112,128],"basic":[11,24],"guarantee":[12],"for":[13,26],"stability":[15],"of":[16,54,89,100,108,115,121,131],"life,":[18],"and":[19,37,58,82],"it":[20,103,123],"also":[22],"condition":[25],"supporting":[27],"urbanization.":[28],"This":[29],"paper":[30,69],"combines":[31],"unsupervised":[32,80,137],"learning":[33,81,138],"algorithms":[34],"to":[35,45,85],"predict":[36],"analyze":[38],"consumption":[41,74,113,133],"behaviors,":[42],"determines":[43],"whether":[44],"generate":[46],"new":[47],"neurons":[48],"through":[49],"cumulative":[51],"error":[52],"value":[53],"winning":[56],"neurons,":[57],"gives":[59],"network":[61],"model":[62,77],"that":[63,127],"can":[64,124],"dynamically":[65],"self-grow.":[66],"Moreover,":[67],"this":[68,93,109],"constructs":[70],"an":[71],"behavior":[75,114,134],"prediction":[76,106,129],"based":[78,135],"on":[79,111,136],"uses":[83],"data":[84],"verify":[86],"performance":[88,98],"algorithm":[91],"in":[92],"paper.":[94],"After":[95],"confirming":[96],"test":[99],"algorithm,":[102],"verifies":[104],"effect":[107],"method":[110,130],"products.":[117],"Through":[118],"statistical":[119],"analysis":[120],"data,":[122],"be":[125],"known":[126],"has":[139],"certain":[141],"effect.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}