{"id":"https://openalex.org/W4312830989","doi":"https://doi.org/10.1109/etfa52439.2022.9921490","title":"Explaining solutions to multi-stage stochastic optimization problems to decision makers","display_name":"Explaining solutions to multi-stage stochastic optimization problems to decision makers","publication_year":2022,"publication_date":"2022-09-06","ids":{"openalex":"https://openalex.org/W4312830989","doi":"https://doi.org/10.1109/etfa52439.2022.9921490"},"language":"en","primary_location":{"id":"doi:10.1109/etfa52439.2022.9921490","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa52439.2022.9921490","pdf_url":null,"source":{"id":"https://openalex.org/S4363607916","display_name":"2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},"type":"article","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/A5047606053","display_name":"Kevin Tierney","orcid":"https://orcid.org/0000-0002-5931-4907"},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Kevin Tierney","raw_affiliation_strings":["Bielefeld University,Decision and Operation Technologies Group,Bielefeld,Germany","Decision and Operation Technologies Group, Bielefeld University, Bielefeld, Germany"],"affiliations":[{"raw_affiliation_string":"Bielefeld University,Decision and Operation Technologies Group,Bielefeld,Germany","institution_ids":["https://openalex.org/I20121455"]},{"raw_affiliation_string":"Decision and Operation Technologies Group, Bielefeld University, Bielefeld, Germany","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090392622","display_name":"Kaja Balzereit","orcid":"https://orcid.org/0000-0001-9203-5902"},"institutions":[{"id":"https://openalex.org/I4923324","display_name":"Fraunhofer Society","ror":"https://ror.org/05hkkdn48","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kaja Balzereit","raw_affiliation_strings":["Fraunhofer IOSB-INA,Fraunhofer Center for Machine Learning,Lemgo,Germany","Fraunhofer Center for Machine Learning, Fraunhofer IOSB-INA, Lemgo, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer IOSB-INA,Fraunhofer Center for Machine Learning,Lemgo,Germany","institution_ids":["https://openalex.org/I4923324","https://openalex.org/I4210111500"]},{"raw_affiliation_string":"Fraunhofer Center for Machine Learning, Fraunhofer IOSB-INA, Lemgo, Germany","institution_ids":["https://openalex.org/I4210111500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039889712","display_name":"Andreas Bunte","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4923324","display_name":"Fraunhofer Society","ror":"https://ror.org/05hkkdn48","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Bunte","raw_affiliation_strings":["Fraunhofer IOSB-INA,Fraunhofer Center for Machine Learning,Lemgo,Germany","Fraunhofer Center for Machine Learning, Fraunhofer IOSB-INA, Lemgo, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer IOSB-INA,Fraunhofer Center for Machine Learning,Lemgo,Germany","institution_ids":["https://openalex.org/I4923324","https://openalex.org/I4210111500"]},{"raw_affiliation_string":"Fraunhofer Center for Machine Learning, Fraunhofer IOSB-INA, Lemgo, Germany","institution_ids":["https://openalex.org/I4210111500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082349742","display_name":"Oliver Nieh\u00f6rster","orcid":null},"institutions":[{"id":"https://openalex.org/I4923324","display_name":"Fraunhofer Society","ror":"https://ror.org/05hkkdn48","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oliver Niehorster","raw_affiliation_strings":["Fraunhofer IOSB-INA,Fraunhofer Center for Machine Learning,Lemgo,Germany","Fraunhofer Center for Machine Learning, Fraunhofer IOSB-INA, Lemgo, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer IOSB-INA,Fraunhofer Center for Machine Learning,Lemgo,Germany","institution_ids":["https://openalex.org/I4923324","https://openalex.org/I4210111500"]},{"raw_affiliation_string":"Fraunhofer Center for Machine Learning, Fraunhofer IOSB-INA, Lemgo, Germany","institution_ids":["https://openalex.org/I4210111500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5047606053"],"corresponding_institution_ids":["https://openalex.org/I20121455"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.25238095,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11413","display_name":"Risk and Portfolio Optimization","score":0.795799970626831,"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/T11413","display_name":"Risk and Portfolio Optimization","score":0.795799970626831,"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.7337999939918518,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stochastic-optimization","display_name":"Stochastic optimization","score":0.5595728158950806},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5581520199775696},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.5297822952270508},{"id":"https://openalex.org/keywords/stochastic-programming","display_name":"Stochastic programming","score":0.4687485992908478},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.43484002351760864},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3427053689956665},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19495972990989685},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.15041056275367737},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.06799834966659546}],"concepts":[{"id":"https://openalex.org/C194387892","wikidata":"https://www.wikidata.org/wiki/Q1747770","display_name":"Stochastic optimization","level":2,"score":0.5595728158950806},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5581520199775696},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5297822952270508},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.4687485992908478},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.43484002351760864},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3427053689956665},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19495972990989685},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.15041056275367737},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.06799834966659546},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/etfa52439.2022.9921490","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa52439.2022.9921490","pdf_url":null,"source":{"id":"https://openalex.org/S4363607916","display_name":"2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation (ETFA)","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/428859","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/428859","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4254717236","https://openalex.org/W2377757044","https://openalex.org/W3160952126","https://openalex.org/W2945539990","https://openalex.org/W2320103255","https://openalex.org/W798918733","https://openalex.org/W4213167601","https://openalex.org/W2101287851","https://openalex.org/W163279402","https://openalex.org/W2403168774"],"abstract_inverted_index":{"Decision":[0],"support":[1,94],"systems":[2],"have":[3],"become":[4],"a":[5,25,53,67,78,92],"critical":[6],"component":[7],"in":[8,34],"the":[9,32,35,43,82],"planning":[10],"processes":[11],"of":[12,55,84],"companies":[13],"needing":[14],"to":[15,41,63,66,86],"solve":[16],"difficult":[17],"optimization":[18,22,49],"problems.":[19],"Multi-stage,":[20],"stochastic":[21,48],"problems":[23],"pose":[24],"particular":[26],"challenge":[27],"for":[28,80],"decision":[29,68,88,93],"makers,":[30],"as":[31],"uncertainty":[33],"input":[36],"data":[37],"makes":[38,73],"it":[39,72],"hard":[40],"determine":[42],"correct":[44],"decisions.":[45,75],"The":[46],"scalable":[47],"(SSO)":[50],"technique":[51],"proposes":[52],"way":[54],"solving":[56],"these":[57],"problems,":[58],"but":[59],"is":[60],"not":[61],"able":[62],"provide":[64],"feedback":[65,83],"maker":[69],"regarding":[70],"why":[71],"its":[74],"We":[76],"suggest":[77],"mechanism":[79],"explaining":[81],"SSO":[85],"help":[87],"makers":[89],"better":[90],"understand":[91],"system\u2019s":[95],"recommendations.":[96]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-05T09:29:38.588285","created_date":"2025-10-10T00:00:00"}
