{"id":"https://openalex.org/W2995738133","doi":"https://doi.org/10.1142/s0217595919400116","title":"Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data","display_name":"Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W2995738133","doi":"https://doi.org/10.1142/s0217595919400116","mag":"2995738133"},"language":"en","primary_location":{"id":"doi:10.1142/s0217595919400116","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0217595919400116","pdf_url":null,"source":{"id":"https://openalex.org/S1254427","display_name":"Asia Pacific Journal of Operational Research","issn_l":"0217-5959","issn":["0217-5959","1793-7019"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Asia-Pacific Journal of Operational Research","raw_type":"journal-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/A5049158387","display_name":"Giulia Pedrielli","orcid":"https://orcid.org/0000-0001-6726-9790"},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Giulia Pedrielli","raw_affiliation_strings":["School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003070145","display_name":"K. Sel\u00e7uk Candan","orcid":"https://orcid.org/0000-0003-4977-6646"},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"K. Selcuk Candan","raw_affiliation_strings":["School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065674779","display_name":"Xilun Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xilun Chen","raw_affiliation_strings":["School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088969714","display_name":"Logan Mathesen","orcid":"https://orcid.org/0000-0003-4880-6065"},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Logan Mathesen","raw_affiliation_strings":["School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058952095","display_name":"Alireza Inanalouganji","orcid":null},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alireza Inanalouganji","raw_affiliation_strings":["School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing Informatics and Decision Systems Engineering Arizona State University, 699 S Mill Ave Tempe, Arizona 85251, USA","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075059198","display_name":"Jie Xu","orcid":"https://orcid.org/0000-0002-9422-6080"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jie Xu","raw_affiliation_strings":["Systems Engineering and Operations Research Department, George Mason University 4400 University Drive Fairfax, Virginia 22030, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Engineering and Operations Research Department, George Mason University 4400 University Drive Fairfax, Virginia 22030, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101520122","display_name":"Chun\u2010Hung Chen","orcid":"https://orcid.org/0000-0003-3954-0779"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chun-Hung Chen","raw_affiliation_strings":["Systems Engineering and Operations Research Department, George Mason University 4400 University Drive Fairfax, Virginia 22030, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Engineering and Operations Research Department, George Mason University 4400 University Drive Fairfax, Virginia 22030, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007751109","display_name":"Loo Hay Lee","orcid":"https://orcid.org/0000-0001-9359-0027"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Loo Hay Lee","raw_affiliation_strings":["Department of Industrial Systems Engineering & Management, National University of Singapore 1 Engineering, Drive 2 Singapore 117576, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Systems Engineering & Management, National University of Singapore 1 Engineering, Drive 2 Singapore 117576, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5049158387"],"corresponding_institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":2.0577,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.87985525,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"36","issue":"06","first_page":"1940011","last_page":"1940011"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9980000257492065,"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/T11195","display_name":"Simulation Techniques and Applications","score":0.9980000257492065,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.996399998664856,"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/computer-science","display_name":"Computer science","score":0.7791474461555481},{"id":"https://openalex.org/keywords/dynamic-decision-making","display_name":"Dynamic decision-making","score":0.5758386850357056},{"id":"https://openalex.org/keywords/ordinal-optimization","display_name":"Ordinal optimization","score":0.5358368754386902},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.503574788570404},{"id":"https://openalex.org/keywords/complex-system","display_name":"Complex system","score":0.45925092697143555},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.45543158054351807},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45249953866004944},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"System dynamics","score":0.420898973941803},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36391618847846985},{"id":"https://openalex.org/keywords/ordinal-regression","display_name":"Ordinal regression","score":0.3608661890029907},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08023709058761597}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7791474461555481},{"id":"https://openalex.org/C174988536","wikidata":"https://www.wikidata.org/wiki/Q5318965","display_name":"Dynamic decision-making","level":2,"score":0.5758386850357056},{"id":"https://openalex.org/C81386100","wikidata":"https://www.wikidata.org/wiki/Q7100792","display_name":"Ordinal optimization","level":3,"score":0.5358368754386902},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.503574788570404},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.45925092697143555},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.45543158054351807},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45249953866004944},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.420898973941803},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36391618847846985},{"id":"https://openalex.org/C110313322","wikidata":"https://www.wikidata.org/wiki/Q7100793","display_name":"Ordinal regression","level":2,"score":0.3608661890029907},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08023709058761597},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s0217595919400116","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0217595919400116","pdf_url":null,"source":{"id":"https://openalex.org/S1254427","display_name":"Asia Pacific Journal of Operational Research","issn_l":"0217-5959","issn":["0217-5959","1793-7019"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Asia-Pacific Journal of Operational Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:apjorx:v:36:y:2019:i:06:n:s0217595919400116","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S0217595919400116","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":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7900000214576721}],"awards":[{"id":"https://openalex.org/G436398155","display_name":null,"funder_award_id":"61603321","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4955006832","display_name":null,"funder_award_id":"MOE2015-T2-2-005","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G8702181045","display_name":null,"funder_award_id":"71720107003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"},{"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":54,"referenced_works":["https://openalex.org/W600148761","https://openalex.org/W1510052597","https://openalex.org/W1515826176","https://openalex.org/W1536615069","https://openalex.org/W1576375403","https://openalex.org/W1617899343","https://openalex.org/W1685874760","https://openalex.org/W1784783396","https://openalex.org/W1854776945","https://openalex.org/W1967441381","https://openalex.org/W1970662304","https://openalex.org/W1973297160","https://openalex.org/W1979881015","https://openalex.org/W1981903823","https://openalex.org/W1986884571","https://openalex.org/W2035203160","https://openalex.org/W2037692839","https://openalex.org/W2037936106","https://openalex.org/W2044771513","https://openalex.org/W2054387444","https://openalex.org/W2078363790","https://openalex.org/W2080648111","https://openalex.org/W2084052726","https://openalex.org/W2088990166","https://openalex.org/W2090768178","https://openalex.org/W2100766205","https://openalex.org/W2102194164","https://openalex.org/W2123859926","https://openalex.org/W2135245997","https://openalex.org/W2142848963","https://openalex.org/W2146644487","https://openalex.org/W2158196600","https://openalex.org/W2163286960","https://openalex.org/W2164094775","https://openalex.org/W2187169370","https://openalex.org/W2397089707","https://openalex.org/W2484647765","https://openalex.org/W2487144912","https://openalex.org/W2530493829","https://openalex.org/W2555879011","https://openalex.org/W2579331671","https://openalex.org/W2606614575","https://openalex.org/W2743845810","https://openalex.org/W2784112756","https://openalex.org/W2913668833","https://openalex.org/W2997776631","https://openalex.org/W4212817947","https://openalex.org/W4213443012","https://openalex.org/W4214717370","https://openalex.org/W4237029372","https://openalex.org/W4237765638","https://openalex.org/W4239726574","https://openalex.org/W4244569108","https://openalex.org/W4251929443"],"related_works":["https://openalex.org/W1984083244","https://openalex.org/W156327249","https://openalex.org/W2058716166","https://openalex.org/W3099723579","https://openalex.org/W33026131","https://openalex.org/W2897606582","https://openalex.org/W2000049449","https://openalex.org/W1965776900","https://openalex.org/W1980896222","https://openalex.org/W3109042576"],"abstract_inverted_index":{"Real-time":[0],"decision":[1,21,132],"making":[2,22,133],"has":[3],"acquired":[4],"increasing":[5],"interest":[6],"as":[7,81,88,109],"a":[8,43,62,82,85,139],"means":[9],"to":[10,24,27,67,113,126],"efficiently":[11,36],"operating":[12],"complex":[13,45,135],"systems.":[14],"The":[15,90],"main":[16],"challenge":[17],"in":[18,70,75,84,156],"achieving":[19],"real-time":[20,131],"is":[23,95,124,142],"understand":[25],"how":[26],"develop":[28],"next":[29],"generation":[30],"optimization":[31],"procedures":[32],"that":[33,52,103,152],"can":[34,78],"work":[35,94],"using:":[37],"(i)":[38],"real":[39],"data":[40,106],"coming":[41],"from":[42],"large":[44],"dynamical":[46,136],"system,":[47],"(ii)":[48],"simulation":[49],"models":[50],"available":[51],"reproduce":[53],"the":[54,68,72,96,122,127,149,154,159],"system":[55],"dynamics.":[56],"While":[57],"this":[58,76,93],"paper":[59,77],"focuses":[60],"on":[61,134],"different":[63],"problem":[64],"with":[65],"respect":[66],"literature":[69],"RL,":[71],"methods":[73],"proposed":[74,150],"be":[79,114],"used":[80],"support":[83],"sequential":[86],"setting":[87],"well.":[89],"result":[91],"of":[92,148],"new":[97],"Generalized":[98],"Ordinal":[99],"Learning":[100],"Framework":[101],"(GOLF)":[102],"utilizes":[104],"simulated":[105],"interpreting":[107],"them":[108],"low":[110],"accuracy":[111],"information":[112],"intelligently":[115],"collected":[116],"offline":[117],"and":[118],"utilized":[119],"online":[120],"once":[121,138],"scenario":[123,141],"revealed":[125],"user.":[128],"GOLF":[129],"supports":[130],"systems":[137],"specific":[140],"realized.":[143],"We":[144],"show":[145],"preliminary":[146],"results":[147],"techniques":[151],"motivate":[153],"authors":[155],"further":[157],"pursuing":[158],"presented":[160],"ideas.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
