{"id":"https://openalex.org/W4281672379","doi":"https://doi.org/10.1109/noms54207.2022.9789907","title":"Solving Combinatorial Problems via the Random Exploration of the Search Space: An Experimental Approach for Fast Decision Making","display_name":"Solving Combinatorial Problems via the Random Exploration of the Search Space: An Experimental Approach for Fast Decision Making","publication_year":2022,"publication_date":"2022-04-25","ids":{"openalex":"https://openalex.org/W4281672379","doi":"https://doi.org/10.1109/noms54207.2022.9789907"},"language":"en","primary_location":{"id":"doi:10.1109/noms54207.2022.9789907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms54207.2022.9789907","pdf_url":null,"source":{"id":"https://openalex.org/S4363605650","display_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","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":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","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/A5049027282","display_name":"Cristiano M. Silva","orcid":"https://orcid.org/0000-0002-7209-2149"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Cristiano M. Silva","raw_affiliation_strings":["Universidade Federal de S&#x00E3;o Jo&#x00E3;o del-Rei (DTECH/UFSJ),Departamento de Tecnologia,Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de S&#x00E3;o Jo&#x00E3;o del-Rei (DTECH/UFSJ),Departamento de Tecnologia,Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040518379","display_name":"Fernanda Sumika","orcid":null},"institutions":[{"id":"https://openalex.org/I10824318","display_name":"Universidade Federal de Ouro Preto","ror":"https://ror.org/056s65p46","country_code":"BR","type":"education","lineage":["https://openalex.org/I10824318"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Fernanda Sumika","raw_affiliation_strings":["Universidade Federal de Ouro Preto (DECOM/UFOP),Departamento de Computa&#x00E7;&#x00E3;o,Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Ouro Preto (DECOM/UFOP),Departamento de Computa&#x00E7;&#x00E3;o,Brazil","institution_ids":["https://openalex.org/I10824318"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076119699","display_name":"Daniel L. Guidoni","orcid":"https://orcid.org/0000-0002-1953-9132"},"institutions":[{"id":"https://openalex.org/I10824318","display_name":"Universidade Federal de Ouro Preto","ror":"https://ror.org/056s65p46","country_code":"BR","type":"education","lineage":["https://openalex.org/I10824318"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Daniel Ludovico Guidoni","raw_affiliation_strings":["Universidade Federal de Ouro Preto (DECOM/UFOP),Departamento de Computa&#x00E7;&#x00E3;o,Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Ouro Preto (DECOM/UFOP),Departamento de Computa&#x00E7;&#x00E3;o,Brazil","institution_ids":["https://openalex.org/I10824318"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039433039","display_name":"Leonardo Alvarenga Lopes Santos","orcid":"https://orcid.org/0000-0001-8013-6087"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Leonardo Alvarenga Lopes Santos","raw_affiliation_strings":["Universidade Federal de S&#x00E3;o Jo&#x00E3;o del-Rei (DTECH/UFSJ),Departamento de Tecnologia,Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de S&#x00E3;o Jo&#x00E3;o del-Rei (DTECH/UFSJ),Departamento de Tecnologia,Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021998840","display_name":"Jo\u00e3o Fernando Machry Sarubbi","orcid":"https://orcid.org/0000-0002-2153-0786"},"institutions":[{"id":"https://openalex.org/I4210136482","display_name":"Federal Center for Technological Education of Minas Gerais","ror":"https://ror.org/04ch49185","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210136482"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Joao Fernando Machry Sarubbi","raw_affiliation_strings":["Centro Federal de Educa&#x00E7;&#x00E3;o Tecnol&#x00F3;gica de Minas Gerais (DECOM/CEFET-MG,Departamento de Computa&#x00E7;&#x00E3;o,Brazil"],"affiliations":[{"raw_affiliation_string":"Centro Federal de Educa&#x00E7;&#x00E3;o Tecnol&#x00F3;gica de Minas Gerais (DECOM/CEFET-MG,Departamento de Computa&#x00E7;&#x00E3;o,Brazil","institution_ids":["https://openalex.org/I4210136482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049078458","display_name":"Somayeh Mokhtari","orcid":"https://orcid.org/0000-0002-2151-5906"},"institutions":[{"id":"https://openalex.org/I112536369","display_name":"Yazd University","ror":"https://ror.org/02x99ac45","country_code":"IR","type":"education","lineage":["https://openalex.org/I112536369"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Somayeh Mokhtari","raw_affiliation_strings":["Yazd University,Department of Electrical Engineering,Yazd,Iran","Department of Electrical Engineering, Yazd University, Yazd, Iran"],"affiliations":[{"raw_affiliation_string":"Yazd University,Department of Electrical Engineering,Yazd,Iran","institution_ids":["https://openalex.org/I112536369"]},{"raw_affiliation_string":"Department of Electrical Engineering, Yazd University, Yazd, Iran","institution_ids":["https://openalex.org/I112536369"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086220095","display_name":"Matheus F. Rodrigues Santos","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Matheus F. Rodrigues Santos","raw_affiliation_strings":["Universidade Federal de S&#x00E3;o Jo&#x00E3;o del-Rei (DTECH/UFSJ),Departamento de Tecnologia,Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de S&#x00E3;o Jo&#x00E3;o del-Rei (DTECH/UFSJ),Departamento de Tecnologia,Brazil","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056749044","display_name":"Jos\u00e9 Marcos S. Nogueira","orcid":"https://orcid.org/0000-0002-1095-6714"},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jose Marcos Silva Nogueira","raw_affiliation_strings":["Universidade Federal de Minas Gerais (DCC/UFMG),Departamento de Computa&#x00E7;&#x00E3;o,Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal de Minas Gerais (DCC/UFMG),Departamento de Computa&#x00E7;&#x00E3;o,Brazil","institution_ids":["https://openalex.org/I110200422"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5049027282"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0423121,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9970999956130981,"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"}},"topics":[{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9970999956130981,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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":0.7303352952003479},{"id":"https://openalex.org/keywords/combinatorial-explosion","display_name":"Combinatorial explosion","score":0.6991398930549622},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5154755711555481},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5147157311439514},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.45236486196517944},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.43439966440200806},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.34682944416999817},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29635706543922424},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13568180799484253},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09014639258384705}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7303352952003479},{"id":"https://openalex.org/C115908005","wikidata":"https://www.wikidata.org/wiki/Q2668364","display_name":"Combinatorial explosion","level":2,"score":0.6991398930549622},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5154755711555481},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5147157311439514},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.45236486196517944},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.43439966440200806},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.34682944416999817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29635706543922424},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13568180799484253},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09014639258384705},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/noms54207.2022.9789907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms54207.2022.9789907","pdf_url":null,"source":{"id":"https://openalex.org/S4363605650","display_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","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":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320308239","display_name":"EMI","ror":"https://ror.org/01qstkr73"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1497933300","https://openalex.org/W2279937773","https://openalex.org/W2290850019","https://openalex.org/W2473861804","https://openalex.org/W2557322290","https://openalex.org/W2901702282","https://openalex.org/W3101398983","https://openalex.org/W6720868544"],"related_works":["https://openalex.org/W2519676117","https://openalex.org/W2218202131","https://openalex.org/W84108837","https://openalex.org/W2155740880","https://openalex.org/W2131713426","https://openalex.org/W4253249845","https://openalex.org/W1968440743","https://openalex.org/W1490475243","https://openalex.org/W2974199725","https://openalex.org/W4388675521"],"abstract_inverted_index":{"In":[0],"this":[1,35,71],"work,":[2],"we":[3,61],"overview":[4],"a":[5,42,97,106],"novel":[6],"strategy":[7,39],"that":[8],"can":[9],"support":[10],"the":[11,37,48,51,57,68,84,101,134],"decision":[12,26],"making":[13,27],"of":[14,70,79],"systems":[15],"dealing":[16,63],"with":[17,64,125],"combinatorial":[18],"problems.":[19,66],"We":[20],"are":[21,62],"particularly":[22],"interested":[23],"in":[24,28,133],"supporting":[25],"nearly":[29],"real":[30,85],"time":[31,44,86],"systems.":[32],"To":[33],"target":[34],"goal,":[36],"proposed":[38],"must":[40],"have":[41,90],"configurable":[43],"threshold":[45],"to":[46,75,91,95,104,130],"output":[47],"solution.":[49],"Obviously,":[50],"solution":[52],"presented":[53],"will":[54],"not":[55],"be":[56],"optimal":[58],"one":[59],"because":[60],"NP-complete":[65],"However,":[67],"evolution":[69],"research":[72],"may":[73],"lead":[74],"an":[76],"interesting":[77,123],"class":[78],"solutions":[80],"specifically":[81],"designed":[82],"for":[83],"scenario,":[87],"where":[88],"machines":[89],"learn":[92],"fast":[93],"how":[94],"solve":[96],"problem,":[98],"and":[99,115],"take":[100],"appropriate":[102],"measures":[103],"avoid":[105],"catastrophic":[107],"situation":[108],"(such":[109],"as":[110],"car":[111],"crashes,":[112],"course":[113],"corrections,":[114],"general":[116],"automation":[117],"systems).":[118],"The":[119],"initial":[120],"experiments":[121],"show":[122],"results,":[124],"high":[126],"gains":[127],"when":[128],"compared":[129],"similar":[131],"approaches":[132],"literature.":[135]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
