{"id":"https://openalex.org/W3009670854","doi":"https://doi.org/10.1109/icsai48974.2019.9010547","title":"Data-Driven Optimization Based on Random Forest Surrogate","display_name":"Data-Driven Optimization Based on Random Forest Surrogate","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3009670854","doi":"https://doi.org/10.1109/icsai48974.2019.9010547","mag":"3009670854"},"language":"en","primary_location":{"id":"doi:10.1109/icsai48974.2019.9010547","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsai48974.2019.9010547","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 6th International Conference on Systems and Informatics (ICSAI)","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/A5101981352","display_name":"Yuan Zheng","orcid":"https://orcid.org/0000-0002-4991-0190"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuan Zheng","raw_affiliation_strings":["Department of Electrical Engineering, Shanghai DianJi University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Shanghai DianJi University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058771704","display_name":"Xiaogang Fu","orcid":"https://orcid.org/0000-0002-8468-9444"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaogang Fu","raw_affiliation_strings":["Department of Electrical Engineering, Shanghai DianJi University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Shanghai DianJi University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084876628","display_name":"Yanwen Xuan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanwen Xuan","raw_affiliation_strings":["Department of Electrical Engineering, Shanghai DianJi University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Shanghai DianJi University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101981352"],"corresponding_institution_ids":["https://openalex.org/I4210156189"],"apc_list":null,"apc_paid":null,"fwci":0.7759,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76124687,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"487","last_page":"491"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998999834060669,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9771000146865845,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6659241914749146},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6256672739982605},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6249464750289917},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6212364435195923},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5849534273147583},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.5421245694160461},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.4304889142513275},{"id":"https://openalex.org/keywords/combinatorial-optimization","display_name":"Combinatorial optimization","score":0.4267214238643646},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36292800307273865},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30431902408599854},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25218328833580017}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6659241914749146},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6256672739982605},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6249464750289917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6212364435195923},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5849534273147583},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5421245694160461},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.4304889142513275},{"id":"https://openalex.org/C52692508","wikidata":"https://www.wikidata.org/wiki/Q1333872","display_name":"Combinatorial optimization","level":2,"score":0.4267214238643646},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36292800307273865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30431902408599854},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25218328833580017},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsai48974.2019.9010547","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsai48974.2019.9010547","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 6th International Conference on Systems and Informatics (ICSAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.7200000286102295}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2012451526","https://openalex.org/W2019175943","https://openalex.org/W2045560222","https://openalex.org/W2082228576","https://openalex.org/W2096369439","https://openalex.org/W2108968575","https://openalex.org/W2111526171","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2166739626","https://openalex.org/W2895700336","https://openalex.org/W6684449585","https://openalex.org/W6755208400"],"related_works":["https://openalex.org/W4396689146","https://openalex.org/W4200112873","https://openalex.org/W2955796858","https://openalex.org/W4224941037","https://openalex.org/W2004826645","https://openalex.org/W2474680198","https://openalex.org/W2597689725","https://openalex.org/W2363855676","https://openalex.org/W1569102320","https://openalex.org/W4381955737"],"abstract_inverted_index":{"For":[0],"the":[1,36,58,80,93],"practical":[2],"problem":[3],"that":[4,79],"there":[5],"are":[6,54],"no":[7],"exact":[8],"evaluation":[9,37],"functions":[10,38,41],"to":[11,34,56,95],"evaluate":[12],"candidate":[13],"solutions,":[14],"it":[15],"can":[16],"only":[17],"be":[18],"solved":[19],"by":[20,69],"data-driven":[21],"method.":[22],"To":[23],"solve":[24,96],"these":[25],"problems,":[26],"Random":[27],"Forests":[28],"(RF)":[29],"is":[30,67,85,90],"used":[31,91],"as":[32,92],"surrogates":[33,94],"approximate":[35],"and":[39],"constraint":[40],"of":[42,72,74],"constrained":[43],"combinatorial":[44,98],"optimization":[45,99],"problems.":[46],"In":[47],"addition,":[48],"support":[49],"vector":[50],"machine":[51],"(SVM)":[52],"model":[53],"introduced":[55],"rectify":[57],"surrogate-assisted":[59],"fitness":[60],"evaluations.":[61],"The":[62,76],"proposed":[63,81],"error":[64,82],"correction":[65,83],"strategy":[66,84],"tested":[68],"a":[70],"series":[71],"benchmarks":[73],"MOPKs.":[75],"results":[77],"show":[78],"more":[86],"effective":[87],"when":[88],"RF":[89],"multi-objective":[97],"problems":[100],"with":[101],"constraints.":[102]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
