{"id":"https://openalex.org/W4298137359","doi":"https://doi.org/10.15439/2022f256","title":"Demand forecasting in the fashion business \u2014 an example of customized nearest neighbour and linear mixed model approaches","display_name":"Demand forecasting in the fashion business \u2014 an example of customized nearest neighbour and linear mixed model approaches","publication_year":2022,"publication_date":"2022-09-26","ids":{"openalex":"https://openalex.org/W4298137359","doi":"https://doi.org/10.15439/2022f256"},"language":"en","primary_location":{"id":"doi:10.15439/2022f256","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f256","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/256.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2022/drp/pdf/256.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108763175","display_name":"Joanna Henzel","orcid":null},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Joanna Henzel","raw_affiliation_strings":["Silesian University of Technology Department of Computer Networks and Systems ul. Akademicka 2A, 44-100 Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Silesian University of Technology Department of Computer Networks and Systems ul. Akademicka 2A, 44-100 Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049078467","display_name":"\u0141ukasz Wawrowski","orcid":"https://orcid.org/0000-0002-1201-5344"},"institutions":[{"id":"https://openalex.org/I3018987834","display_name":"\u0141ukasiewicz Research Network - Institute of Innovative Technologies EMAG","ror":"https://ror.org/03as2hc70","country_code":"PL","type":"other","lineage":["https://openalex.org/I3018987834","https://openalex.org/I4210129336"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"\u0141ukasz Wawrowski","raw_affiliation_strings":["\u0141ukasiewicz Research Network -Institute of Innovative Technologies EMAG ul. Leopolda 31, 40-189 Katowice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0141ukasiewicz Research Network -Institute of Innovative Technologies EMAG ul. Leopolda 31, 40-189 Katowice, Poland","institution_ids":["https://openalex.org/I3018987834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002797576","display_name":"Anna Kubina","orcid":"https://orcid.org/0000-0003-3277-5575"},"institutions":[{"id":"https://openalex.org/I3018987834","display_name":"\u0141ukasiewicz Research Network - Institute of Innovative Technologies EMAG","ror":"https://ror.org/03as2hc70","country_code":"PL","type":"other","lineage":["https://openalex.org/I3018987834","https://openalex.org/I4210129336"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Anna Kubina","raw_affiliation_strings":["\u0141ukasiewicz Research Network -Institute of Innovative Technologies EMAG ul. Leopolda 31, 40-189 Katowice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0141ukasiewicz Research Network -Institute of Innovative Technologies EMAG ul. Leopolda 31, 40-189 Katowice, Poland","institution_ids":["https://openalex.org/I3018987834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046867957","display_name":"Marek Sikora","orcid":"https://orcid.org/0000-0002-2393-9761"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marek Sikora","raw_affiliation_strings":["Silesian University of Technology Department of Computer Networks and Systems ul. Akademicka 2A, 44-100 Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Silesian University of Technology Department of Computer Networks and Systems ul. Akademicka 2A, 44-100 Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046584737","display_name":"\u0141ukasz Wr\u00f3bel","orcid":"https://orcid.org/0000-0002-5715-6239"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"\u0141ukasz Wr\u00f3bel","raw_affiliation_strings":["Silesian University of Technology Department of Computer Networks and Systems ul. Akademicka 2A, 44-100 Gliwice, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Silesian University of Technology Department of Computer Networks and Systems ul. Akademicka 2A, 44-100 Gliwice, Poland","institution_ids":["https://openalex.org/I119004910"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.22405272,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"30","issue":null,"first_page":"61","last_page":"65"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.7421000003814697,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.7421000003814697,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/nearest-neighbour","display_name":"Nearest neighbour","score":0.7588776350021362},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.6014273762702942},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4980194568634033},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3280215859413147},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.32574883103370667},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29176872968673706},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17835095524787903},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17227011919021606}],"concepts":[{"id":"https://openalex.org/C2983946233","wikidata":"https://www.wikidata.org/wiki/Q4088109","display_name":"Nearest neighbour","level":2,"score":0.7588776350021362},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.6014273762702942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4980194568634033},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3280215859413147},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.32574883103370667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29176872968673706},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17835095524787903},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17227011919021606}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2022f256","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f256","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/256.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:acce35a90f6543e2b1c6f3fae044b31f","is_oa":false,"landing_page_url":"https://doaj.org/article/acce35a90f6543e2b1c6f3fae044b31f","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 30, Pp 61-65 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2022f256","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f256","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/256.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3940888329","display_name":null,"funder_award_id":"POWR.03.05","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"},{"id":"https://openalex.org/G4354567641","display_name":null,"funder_award_id":"POWR.03.05.00-00-Z305","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"},{"id":"https://openalex.org/G4366928029","display_name":null,"funder_award_id":"POWR.03.05.00-00-Z305","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7941637894","display_name":null,"funder_award_id":"00-Z305","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320324727","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442"},{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4298137359.pdf","grobid_xml":"https://content.openalex.org/works/W4298137359.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W129305155","https://openalex.org/W642783518","https://openalex.org/W2014697970","https://openalex.org/W2086706549","https://openalex.org/W2795233095","https://openalex.org/W2889059162","https://openalex.org/W2997095118","https://openalex.org/W3044719873","https://openalex.org/W3115277272","https://openalex.org/W3212246118"],"related_works":["https://openalex.org/W2042412176","https://openalex.org/W2020993313","https://openalex.org/W2017365420","https://openalex.org/W2622145841","https://openalex.org/W1484353795","https://openalex.org/W3105281745","https://openalex.org/W1998313212","https://openalex.org/W1820874963","https://openalex.org/W1591806955","https://openalex.org/W2364318101"],"abstract_inverted_index":{"The":[0],"fashion":[1],"industry":[2],"is":[3,38],"characterised":[4],"by":[5],"the":[6,28,30,48,66,77],"need":[7],"to":[8,40,75],"make":[9],"demand":[10],"forecasts":[11,31,52,81],"in":[12,85],"advance":[13],"and":[14,88],"for":[15,19,59,82],"highly":[16],"volatile":[17],"products":[18],"which":[20],"we":[21],"often":[22],"have":[23],"no":[24],"sales":[25],"history":[26],"at":[27],"time":[29],"are":[32],"made.":[33],"For":[34],"this":[35,64],"reason,":[36],"it":[37],"necessary":[39],"propose":[41],"forecast":[42],"mechanisms":[43],"that":[44],"can":[45,53],"cope":[46],"with":[47],"given":[49],"conditions.":[50],"Such":[51],"be":[54,74],"based":[55],"on":[56],"expert":[57],"predictions":[58],"generalized":[60],"product":[61],"categories.":[62],"In":[63],"case,":[65],"task":[67],"of":[68],"machine":[69],"learning":[70],"forecasting":[71],"methods":[72],"would":[73],"divide":[76],"aggregate":[78],"prediction":[79],"into":[80],"individual":[83],"products,":[84],"each":[86],"colour":[87],"size.":[89]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}