{"id":"https://openalex.org/W4297337538","doi":"https://doi.org/10.1007/s43069-022-00166-4","title":"A Comparative Study of Demand Forecasting Models for a Multi-Channel Retail Company: A Novel Hybrid Machine Learning Approach","display_name":"A Comparative Study of Demand Forecasting Models for a Multi-Channel Retail Company: A Novel Hybrid Machine Learning Approach","publication_year":2022,"publication_date":"2022-09-27","ids":{"openalex":"https://openalex.org/W4297337538","doi":"https://doi.org/10.1007/s43069-022-00166-4"},"language":"en","primary_location":{"id":"doi:10.1007/s43069-022-00166-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43069-022-00166-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43069-022-00166-4.pdf","source":{"id":"https://openalex.org/S4210215153","display_name":"Operations Research Forum","issn_l":"2662-2556","issn":["2662-2556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research Forum","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s43069-022-00166-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086507568","display_name":"Arnab Mitra","orcid":"https://orcid.org/0000-0002-5999-1692"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Arnab Mitra","raw_affiliation_strings":["Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India","institution_ids":["https://openalex.org/I863896202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079846760","display_name":"Arnav Jain","orcid":"https://orcid.org/0000-0003-4286-3923"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arnav Jain","raw_affiliation_strings":["Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India","institution_ids":["https://openalex.org/I863896202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076149986","display_name":"Avinash Kishore","orcid":"https://orcid.org/0000-0002-8198-4544"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Avinash Kishore","raw_affiliation_strings":["Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India","institution_ids":["https://openalex.org/I863896202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032261168","display_name":"Pravin Kumar","orcid":"https://orcid.org/0000-0002-3378-7087"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pravin Kumar","raw_affiliation_strings":["Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Delhi Technological University, Delhi, 110042, India","institution_ids":["https://openalex.org/I863896202"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5086507568"],"corresponding_institution_ids":["https://openalex.org/I863896202"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2780},"apc_paid":null,"fwci":13.2267,"has_fulltext":true,"cited_by_count":83,"citation_normalized_percentile":{"value":0.99266102,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"3","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9987000226974487,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9987000226974487,"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/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.96670001745224,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.7755045294761658},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.7485228776931763},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7346346378326416},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5949077606201172},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5932229161262512},{"id":"https://openalex.org/keywords/sales-forecasting","display_name":"Sales forecasting","score":0.5895547866821289},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5814634561538696},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.533015787601471},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.4756614565849304},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46987515687942505},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4303348660469055},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3507182002067566},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.28772032260894775},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.26811254024505615},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.19505250453948975},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17591670155525208},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.1729312241077423},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1277679204940796}],"concepts":[{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.7755045294761658},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.7485228776931763},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7346346378326416},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5949077606201172},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5932229161262512},{"id":"https://openalex.org/C2984642479","wikidata":"https://www.wikidata.org/wiki/Q7404320","display_name":"Sales forecasting","level":2,"score":0.5895547866821289},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5814634561538696},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.533015787601471},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.4756614565849304},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46987515687942505},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4303348660469055},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3507182002067566},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.28772032260894775},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.26811254024505615},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.19505250453948975},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17591670155525208},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1729312241077423},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1277679204940796}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s43069-022-00166-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43069-022-00166-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43069-022-00166-4.pdf","source":{"id":"https://openalex.org/S4210215153","display_name":"Operations Research Forum","issn_l":"2662-2556","issn":["2662-2556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research Forum","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9514716","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9514716","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Oper. Res. Forum","raw_type":"Text"},{"id":"pmh:oai:RePEc:spr:snopef:v:3:y:2022:i:4:d:10.1007_s43069-022-00166-4","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s43069-022-00166-4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s43069-022-00166-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43069-022-00166-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43069-022-00166-4.pdf","source":{"id":"https://openalex.org/S4210215153","display_name":"Operations Research Forum","issn_l":"2662-2556","issn":["2662-2556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Operations Research Forum","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4297337538.pdf","grobid_xml":"https://content.openalex.org/works/W4297337538.grobid-xml"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W977807926","https://openalex.org/W1423966491","https://openalex.org/W1937766607","https://openalex.org/W1973207880","https://openalex.org/W2012715891","https://openalex.org/W2013836572","https://openalex.org/W2015147440","https://openalex.org/W2028453632","https://openalex.org/W2039853520","https://openalex.org/W2040395995","https://openalex.org/W2069762301","https://openalex.org/W2085866051","https://openalex.org/W2086986895","https://openalex.org/W2091185721","https://openalex.org/W2092613010","https://openalex.org/W2106100548","https://openalex.org/W2153050022","https://openalex.org/W2295598076","https://openalex.org/W2300445845","https://openalex.org/W2323599384","https://openalex.org/W2330701807","https://openalex.org/W2337455698","https://openalex.org/W2417021467","https://openalex.org/W2460037126","https://openalex.org/W2478307678","https://openalex.org/W2506665916","https://openalex.org/W2525116986","https://openalex.org/W2552660223","https://openalex.org/W2553942083","https://openalex.org/W2794106216","https://openalex.org/W2802465900","https://openalex.org/W2807796723","https://openalex.org/W2808163457","https://openalex.org/W2888362903","https://openalex.org/W2889059162","https://openalex.org/W2895973372","https://openalex.org/W2897658618","https://openalex.org/W2921281276","https://openalex.org/W2941184193","https://openalex.org/W2944628057","https://openalex.org/W2965410650","https://openalex.org/W2969625665","https://openalex.org/W2971192140","https://openalex.org/W2977770995","https://openalex.org/W2996705655","https://openalex.org/W3000048416","https://openalex.org/W3002846642","https://openalex.org/W3008571545","https://openalex.org/W3008696509","https://openalex.org/W3010757501","https://openalex.org/W3012096460","https://openalex.org/W3012193759","https://openalex.org/W3013767593","https://openalex.org/W3014413945","https://openalex.org/W3040504946","https://openalex.org/W3042832119","https://openalex.org/W3044291118","https://openalex.org/W3081491601","https://openalex.org/W3092453270","https://openalex.org/W3097170121","https://openalex.org/W3103371015","https://openalex.org/W3110179649","https://openalex.org/W3124590480","https://openalex.org/W3135351349","https://openalex.org/W3136570575","https://openalex.org/W3153229407","https://openalex.org/W3162977831","https://openalex.org/W3165137932","https://openalex.org/W3170886625","https://openalex.org/W3182706339","https://openalex.org/W3183873151","https://openalex.org/W3184255274","https://openalex.org/W3191861736","https://openalex.org/W3193962426","https://openalex.org/W3196366936","https://openalex.org/W4245782362","https://openalex.org/W6632528756"],"related_works":["https://openalex.org/W3211193619","https://openalex.org/W4379536929","https://openalex.org/W3100297620","https://openalex.org/W2955385375","https://openalex.org/W4296081764","https://openalex.org/W4320484903","https://openalex.org/W4297107051","https://openalex.org/W3159031457","https://openalex.org/W4282921149","https://openalex.org/W2908012161"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":25}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}