{"id":"https://openalex.org/W3214519190","doi":"https://doi.org/10.1145/3480001.3480017","title":"A Transformer Based Sales Prediction of Smart Container in New Retail Era","display_name":"A Transformer Based Sales Prediction of Smart Container in New Retail Era","publication_year":2021,"publication_date":"2021-07-23","ids":{"openalex":"https://openalex.org/W3214519190","doi":"https://doi.org/10.1145/3480001.3480017","mag":"3214519190"},"language":"en","primary_location":{"id":"doi:10.1145/3480001.3480017","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3480001.3480017","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 5th International Conference on Deep Learning Technologies (ICDLT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100776910","display_name":"Ying Jin","orcid":"https://orcid.org/0000-0002-5211-5083"},"institutions":[{"id":"https://openalex.org/I130480701","display_name":"Dongbei University of Finance and Economics","ror":"https://ror.org/05db1pj03","country_code":"CN","type":"education","lineage":["https://openalex.org/I130480701"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Jin","raw_affiliation_strings":["Dongbei University of Finance and Economics, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dongbei University of Finance and Economics, China","institution_ids":["https://openalex.org/I130480701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033621287","display_name":"Ming Gao","orcid":"https://orcid.org/0000-0002-8502-1155"},"institutions":[{"id":"https://openalex.org/I130480701","display_name":"Dongbei University of Finance and Economics","ror":"https://ror.org/05db1pj03","country_code":"CN","type":"education","lineage":["https://openalex.org/I130480701"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Gao","raw_affiliation_strings":["Dongbei University of Finance and Economics;Northeastern University, China","Northeastern University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dongbei University of Finance and Economics;Northeastern University, China","institution_ids":["https://openalex.org/I130480701","https://openalex.org/I9224756"]},{"raw_affiliation_string":"Northeastern University, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067196905","display_name":"Jixiang Yu","orcid":"https://orcid.org/0000-0001-8163-3253"},"institutions":[{"id":"https://openalex.org/I130480701","display_name":"Dongbei University of Finance and Economics","ror":"https://ror.org/05db1pj03","country_code":"CN","type":"education","lineage":["https://openalex.org/I130480701"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jixiang Yu","raw_affiliation_strings":["Dongbei University of Finance and Economics, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dongbei University of Finance and Economics, China","institution_ids":["https://openalex.org/I130480701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"46","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.964900016784668,"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":0.964900016784668,"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/T13647","display_name":"AI and Big Data Applications","score":0.9139999747276306,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5693768858909607},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.5301694869995117},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5263273119926453},{"id":"https://openalex.org/keywords/sales-management","display_name":"Sales management","score":0.4192942678928375},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21067652106285095},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.19803190231323242},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.16230222582817078},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.15242239832878113},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.12056982517242432}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5693768858909607},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.5301694869995117},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5263273119926453},{"id":"https://openalex.org/C139749660","wikidata":"https://www.wikidata.org/wiki/Q5657855","display_name":"Sales management","level":2,"score":0.4192942678928375},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21067652106285095},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.19803190231323242},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.16230222582817078},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.15242239832878113},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.12056982517242432},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.0},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3480001.3480017","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3480001.3480017","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 5th International Conference on Deep Learning Technologies (ICDLT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4406208762","display_name":null,"funder_award_id":"71831003,71772033","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":5,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W2000164913","https://openalex.org/W2989608398","https://openalex.org/W3130702920","https://openalex.org/W4241818295"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2579473328","https://openalex.org/W2509147714","https://openalex.org/W2390279801","https://openalex.org/W4239898203","https://openalex.org/W2358668433","https://openalex.org/W2586833044","https://openalex.org/W4396701345","https://openalex.org/W2603666417"],"abstract_inverted_index":{"With":[0],"the":[1,4,8,36,54,60,64,68,91,114,132,141],"advent":[2],"of":[3,10,42,63,73,94,117,131,143,146],"new":[5],"retail":[6],"era,":[7],"value":[9],"unmanned":[11],"smart":[12,43,69,147],"container":[13,44,70],"is":[14,21,38,119,126],"increasingly":[15],"prominent.":[16],"Fast":[17],"and":[18,97,103,158,173],"flexible":[19],"self-service":[20],"favored":[22],"by":[23,166],"consumers.":[24],"How":[25],"to":[26,32,106],"use":[27],"accumulated":[28],"historical":[29],"sales":[30,34,48,71,95,144],"data":[31,72],"predict":[33,107],"in":[35,84,140,150],"future":[37],"an":[39],"important":[40],"part":[41],"operation":[45],"management.":[46],"Reasonable":[47],"prediction":[49,115,145,171],"can":[50,136],"not":[51],"only":[52],"reduce":[53,59],"inventory":[55],"cost,":[56],"but":[57],"also":[58],"shortage":[61],"loss":[62],"container.":[65,148],"Based":[66],"on":[67],"Dalian":[74],"Xiaode":[75],"New":[76],"Retail":[77],"Co.,":[78],"Ltd.,":[79],"through":[80],"detailed":[81],"exploratory":[82],"analysis":[83],"many":[85],"aspects,":[86],"this":[87,151],"paper":[88],"carries":[89],"out":[90],"feature":[92],"selection":[93],"prediction,":[96],"uses":[98],"random":[99],"forest,":[100],"XGBoost,":[101],"Transformer":[102,118,135,155,164],"other":[104],"algorithms":[105],"sales.":[108],"The":[109],"experimental":[110],"results":[111],"show":[112],"that":[113,130],"accuracy":[116],"better":[120,170],"than":[121,129],"traditional":[122],"algorithms,":[123],"whose":[124],"MAPE":[125],"14.67%":[127],"lower":[128],"worst":[133],"one.":[134],"be":[137],"well":[138],"applied":[139],"field":[142],"And":[149],"experiment,":[152],"compared":[153],"with":[154],"using":[156],"sine":[157],"cosine":[159],"functions":[160],"for":[161],"positional":[162],"encoding,":[163],"encoded":[165],"position":[167],"index":[168],"has":[169],"performance":[172],"stronger":[174],"stability.":[175]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}