{"id":"https://openalex.org/W3086305520","doi":"https://doi.org/10.1007/s43069-021-00079-8","title":"Demand Forecasting of Individual Probability Density Functions with Machine Learning","display_name":"Demand Forecasting of Individual Probability Density Functions with Machine Learning","publication_year":2021,"publication_date":"2021-07-17","ids":{"openalex":"https://openalex.org/W3086305520","doi":"https://doi.org/10.1007/s43069-021-00079-8","mag":"3086305520"},"language":"en","primary_location":{"id":"doi:10.1007/s43069-021-00079-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s43069-021-00079-8","pdf_url":null,"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":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2009.07052","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080424158","display_name":"F. Wick","orcid":"https://orcid.org/0000-0002-5020-4357"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Felix Wick","raw_affiliation_strings":["Blue Yonder GmbH, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5020-4357","affiliations":[{"raw_affiliation_string":"Blue Yonder GmbH, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011047397","display_name":"U. Kerzel","orcid":"https://orcid.org/0000-0002-4939-6726"},"institutions":[{"id":"https://openalex.org/I4210148941","display_name":"IU International University of Applied Sciences","ror":"https://ror.org/04fdat027","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210148941"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulrich Kerzel","raw_affiliation_strings":["IU Internationale Hochschule, Erfurt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IU Internationale Hochschule, Erfurt, Germany","institution_ids":["https://openalex.org/I4210148941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090802906","display_name":"Martin E. Hahn","orcid":"https://orcid.org/0009-0004-5686-2328"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Martin Hahn","raw_affiliation_strings":["Blue Yonder GmbH, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blue Yonder GmbH, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104181796","display_name":"M. Wolf","orcid":"https://orcid.org/0000-0003-3002-2430"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Moritz Wolf","raw_affiliation_strings":["Blue Yonder GmbH, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blue Yonder GmbH, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104508951","display_name":"Trapti Singhal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Trapti Singhal","raw_affiliation_strings":["Blue Yonder India Private Limited, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blue Yonder India Private Limited, Bengaluru, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003202876","display_name":"Daniel Stemmer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daniel Stemmer","raw_affiliation_strings":["Blue Yonder GmbH, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blue Yonder GmbH, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105266577","display_name":"Jakob Ernst","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jakob Ernst","raw_affiliation_strings":["Blue Yonder GmbH, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blue Yonder GmbH, Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104061650","display_name":"Michael Feindt","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael Feindt","raw_affiliation_strings":["Blue Yonder GmbH, Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blue Yonder GmbH, Karlsruhe, Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5080424158"],"corresponding_institution_ids":[],"apc_list":{"value":2190,"currency":"EUR","value_usd":2780},"apc_paid":null,"fwci":0.5385,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.66944352,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2","issue":"3","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":0.9977999925613403,"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":0.9977999925613403,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9678999781608582,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12617","display_name":"Energy, Environment, and Transportation Policies","score":0.9394000172615051,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.5005700588226318},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4645739495754242},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4570349454879761},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45007988810539246},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3931167721748352},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.3054630160331726},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.13928461074829102}],"concepts":[{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.5005700588226318},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4645739495754242},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4570349454879761},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45007988810539246},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3931167721748352},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3054630160331726},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.13928461074829102}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s43069-021-00079-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s43069-021-00079-8","pdf_url":null,"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:arXiv.org:2009.07052","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.07052","pdf_url":"https://arxiv.org/pdf/2009.07052","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:RePEc:spr:snopef:v:2:y:2021:i:3:d:10.1007_s43069-021-00079-8","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s43069-021-00079-8","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":"pmh:oai:arXiv.org:2009.07052","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.07052","pdf_url":"https://arxiv.org/pdf/2009.07052","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7599999904632568,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":105,"referenced_works":["https://openalex.org/W63789806","https://openalex.org/W199094806","https://openalex.org/W242070050","https://openalex.org/W299440670","https://openalex.org/W638887343","https://openalex.org/W1495951130","https://openalex.org/W1498436455","https://openalex.org/W1541527977","https://openalex.org/W1552247668","https://openalex.org/W1579853615","https://openalex.org/W1965555277","https://openalex.org/W1965639406","https://openalex.org/W1975910775","https://openalex.org/W1985240594","https://openalex.org/W1988289682","https://openalex.org/W1988303155","https://openalex.org/W1989787309","https://openalex.org/W1990436399","https://openalex.org/W1991502340","https://openalex.org/W1992866626","https://openalex.org/W2000855527","https://openalex.org/W2003274998","https://openalex.org/W2006887883","https://openalex.org/W2012715891","https://openalex.org/W2013206978","https://openalex.org/W2019074836","https://openalex.org/W2024786552","https://openalex.org/W2026430219","https://openalex.org/W2037594068","https://openalex.org/W2037609521","https://openalex.org/W2040395995","https://openalex.org/W2043526380","https://openalex.org/W2044182095","https://openalex.org/W2045598723","https://openalex.org/W2047422707","https://openalex.org/W2060264505","https://openalex.org/W2060333425","https://openalex.org/W2064675550","https://openalex.org/W2068430880","https://openalex.org/W2070316439","https://openalex.org/W2078639378","https://openalex.org/W2081627995","https://openalex.org/W2081690420","https://openalex.org/W2083252561","https://openalex.org/W2088723007","https://openalex.org/W2097865539","https://openalex.org/W2102997946","https://openalex.org/W2103736545","https://openalex.org/W2105790342","https://openalex.org/W2105934661","https://openalex.org/W2106206666","https://openalex.org/W2117829824","https://openalex.org/W2132782512","https://openalex.org/W2132917208","https://openalex.org/W2143891888","https://openalex.org/W2144032829","https://openalex.org/W2166171697","https://openalex.org/W2167029003","https://openalex.org/W2174890733","https://openalex.org/W2178225550","https://openalex.org/W2226733402","https://openalex.org/W2315558823","https://openalex.org/W2534202123","https://openalex.org/W2558813012","https://openalex.org/W2581191963","https://openalex.org/W2593118993","https://openalex.org/W2626778328","https://openalex.org/W2731420632","https://openalex.org/W2747599906","https://openalex.org/W2753666478","https://openalex.org/W2773625660","https://openalex.org/W2783805549","https://openalex.org/W2785859583","https://openalex.org/W2793388457","https://openalex.org/W2799002609","https://openalex.org/W2884025810","https://openalex.org/W2898696889","https://openalex.org/W2901593983","https://openalex.org/W2907442956","https://openalex.org/W2909849206","https://openalex.org/W2949859465","https://openalex.org/W2955914872","https://openalex.org/W2963416809","https://openalex.org/W2969714402","https://openalex.org/W2980994438","https://openalex.org/W2996331899","https://openalex.org/W2996565520","https://openalex.org/W3005921148","https://openalex.org/W3006753144","https://openalex.org/W3015303988","https://openalex.org/W3035380504","https://openalex.org/W3040508529","https://openalex.org/W3040991151","https://openalex.org/W3067145442","https://openalex.org/W3085162807","https://openalex.org/W3101150805","https://openalex.org/W3105058270","https://openalex.org/W3122167207","https://openalex.org/W3124216392","https://openalex.org/W3124405191","https://openalex.org/W3125411422","https://openalex.org/W3125969553","https://openalex.org/W4230410911","https://openalex.org/W4233479037","https://openalex.org/W4241996101"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2021-08-16T00:00:00"}
