Intelligent Systems: 11th Brazilian Conference, BRACIS 2022, Campinas, Brazil, November 28 – December 1, 2022, Proceedings, Part I PDF
Preview Intelligent Systems: 11th Brazilian Conference, BRACIS 2022, Campinas, Brazil, November 28 – December 1, 2022, Proceedings, Part I
João Carlos Xavier-Junior Ricardo Araújo Rios (Eds.) 3 5 6 3 1 I Intelligent Systems A N L 11th Brazilian Conference, BRACIS 2022 Campinas, Brazil, November 28 – December 1, 2022 Proceedings, Part I 123 Lecture Notes in Artificial Intelligence 13653 Subseries of Lecture Notes in Computer Science SeriesEditors RandyGoebel UniversityofAlberta,Edmonton,Canada WolfgangWahlster DFKI,Berlin,Germany Zhi-HuaZhou NanjingUniversity,Nanjing,China FoundingEditor JörgSiekmann DFKIandSaarlandUniversity,Saarbrücken,Germany Moreinformationaboutthissubseriesathttps://link.springer.com/bookseries/1244 · João Carlos Xavier-Junior Ricardo Araújo Rios (Eds.) Intelligent Systems 11th Brazilian Conference, BRACIS 2022 Campinas, Brazil, November 28 – December 1, 2022 Proceedings, Part I Editors JoãoCarlosXavier-Junior RicardoAraújoRios FederalUniversityofRioGrandedoNorte FederalUniversityofBahia Natal,Brazil Salvador,Brazil ISSN 0302-9743 ISSN 1611-3349 (electronic) LectureNotesinArtificialIntelligence ISBN 978-3-031-21685-5 ISBN 978-3-031-21686-2 (eBook) https://doi.org/10.1007/978-3-031-21686-2 LNCSSublibrary:SL7–ArtificialIntelligence ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2022 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The11thBrazilianConferenceonIntelligentSystems(BRACIS2022)wasoneofthe mostimportanteventsinBrazilforresearchersinterestedinpublishingsignificantand novel results related to Artificial and Computational Intelligence. The Brazilian Con- ference on Intelligent Systems (BRACIS) originated from the combination of the two mostimportantscientificeventsinBrazilinArtificialIntelligence(AI)andComputa- tionalIntelligence(CI):theBrazilianSymposiumonArtificialIntelligence(SBIA,21 editions),andtheBrazilianSymposiumonNeuralNetworks(SBRN,12editions).The eventissupportedbytheBrazilianComputerSociety,theSpecialCommitteeofArti- ficial Intelligence (CEIA), and the Special Committee of Computational Intelligence (CEIC). The conference aims to promote theoretical aspects and applications of Artificial and Computational Intelligence, as well as the exchange of scientific ideas among researchers,practitioners,scientists,andengineers. Thisyear,BRACISwasheldinCampinas,Brazil,fromNovember28toDecember 1, 2022, in conjunction with five other events: the National Meeting on Artificial and ComputationalIntelligence(ENIAC),theSymposiumonKnowledgeDiscovery,Mining andLearning(KDMiLe),theConcursodeTeseseDissertaçõesemInteligênciaArtifi- cial e Computacional (CTDIAC), the Brazilian competition on Knowledge Discovery in Databases (KDD-BR) and the Workshop of the Brazilian Institute of Data Science (WBI0S). BRACIS2022received225submissions.Allpaperswererigorouslydouble-blind peer-reviewedbyaninternationalProgramCommittee(withanaverageofthreereviews persubmission),whichwasfollowedbyadiscussionphaseforconflictingreports.After thereviewprocess,89paperswereselectedforpublicationintwovolumesoftheLecture NotesinArtificialIntelligenceseries(anacceptancerateof39.5%). Thetopicsofinterestincluded,butwerenotlimitedto,thefollowing: – Agent-basedandMulti-AgentSystems – CognitiveModelingandHumanInteraction – ConstraintsandSearch – FoundationsofAI – DistributedAI – InformationRetrieval,Integration,andExtraction – KnowledgeRepresentationandReasoning – KnowledgeRepresentationandReasoninginOntologiesandtheSemanticWeb – Logic-basedKnowledgeRepresentationandReasoning – NaturalLanguageProcessing – PlanningandScheduling – EvolutionaryComputationandMetaheuristics – FuzzySystems – NeuralNetworks vi Preface – DeepLearning – MachineLearningandDataMining – Meta-learning – ReinforcementLearning – MolecularandQuantumComputing – PatternRecognitionandClusterAnalysis – HybridSystems – BioinformaticsandBiomedicalEngineering – CombinatorialandNumericalOptimization – ComputerVision – Education – Forecasting – GamePlayingandIntelligentInteractiveEntertainment – IntelligentRobotics – MultidisciplinaryAIandCI – FoundationModels – Human-centricAI – Ethics WewouldliketothankeveryoneinvolvedinBRACIS2022forhelpingtomakeit asuccess. November2022 JoãoC.XavierJúnior RicardoA.Rios Organization GeneralChairs JoãoM.T.Romano UNICAMP,Brazil LeonardoT.Duarte UNICAMP,Brazil ProgramCommitteeChairs JoãoC.XavierJúnior UFRN,Brazil RicardoA.Rios UFBA,Brazil OrganizingCommittee JoãoM.T.Romano UNICAMP,Brazil LeonardoT.Duarte UNICAMP,Brazil GiseleBaccaglini UNICAMP,Brazil CristianoTorezzan UNICAMP,Brazil DenisGustavoFantinato UFABC,Brazil HenriqueN.deSáEarp UNICAMP,Brazil RicardoSuyama UFABC,Brazil RodolfodeC.Pacagnella UNICAMP,Brazil JoãoB.Florindo UNICAMP,Brazil JurandirZ.Junior UNICAMP,Brazil LeandroTessler UNICAMP,Brazil LuizHenriqueA.Rodrigues UNICAMP,Brazil PriscilaP.Coltri UNICAMP,Brazil RenatoMachado ITA,Brazil RenatodaR.Lopes UNICAMP,Brazil RosângelaB. UNICAMP,Brazil ProgramCommittee AdeniltondaSilva UFPE,Brazil AdriãoD.DóriaNeto UFRN,Brazil AlexandreFalcao UNICAMP,Brazil AlexandreFerreira UNICAMP,Brazil AlineNeves UFABC,Brazil AlinePaes UFF,Brazil viii Organization AlneuLopes USP,S.Carlos,Brazil AluizioAraújo UFPE,Brazil AnaBazzan UFRGS,Brazil AnaCarolinaLorena ITA,Brazil AnaC.B.KochemVendramin UTFPR,Brazil AndersonSoares UFG,Brazil AndréBritto UFS,Brazil AndréPoncedeLeonF.de USP,S.Carlos,Brazil Carvalho AndréRossi UNESP,Brazil AndréTakahata UFABC,Brazil AndrésEduardoCocaSalazar UTFPR,Brazil AnnaHelenaRealiCosta USP,Brazil AnneCanuto UFRN,Brazil ArakenSantos UFERSA,Brazil ArianeMachado-Lima USP,Brazil AuroraPozo UFPR,Brazil BrunoMasiero UNICAMP,Brazil BrunoNogueira UFMS,Brazil BrunoPimentel UFAL,Brazil CarlosRibeiro ITA,Brazil CarlosSilla PUCPR,Brazil CarlosThomaz FEI,Brazil CarolinaPauladeAlmeida UNICENTRO,Brazil CeliaRalha UnB,Brazil CephasA.S.Barreto UFRN,Brazil ClaudioBordinJr. UFABC,Brazil ClaudioToledo USP,Brazil CleberZanchettin UFPE,Brazil CristianoTorezzan UNICAMP,Brazil DanielDantas UFS,Brazil DaniloSanches UTFPR,Brazil DeboraMedeiros UFABC,Brazil DenisFantinato UFABC,Brazil DenisMauá USP,Brazil DianaAdamatti FURG,Brazil DiegoFurtadoSilva USP,Brazil EdsonGomi USP,Brazil EdsonMatsubara UFMS,Brazil EduardoBorges FURG,Brazil EduardoCosta Corteva,Brazil EduardoPalmeira UESC,Brazil Organization ix EduardoSpinosa UFPR,Brazil EdwardHermannHaeusler PUC-Rio,Brazil ElaineFaria UFU,Brazil ElizabethGoldbarg UFRN,Brazil EmersonParaiso PUCPR,Brazil EraldoFernandes UFMS,Brazil EricAraújo UFLA,Brazil FabianoSilva UFPR,Brazil FábioCozman USP,Brazil FernandoOsório USP,Brazil FlaviaBernardini UFF,Brazil FlávioSoaresCorrêadaSilva USP,Brazil FranciscoChicano UMA,ES FranciscoDeCarvalho UFPE,Brazil GabrielRamos UNISINOS,Brazil GeorgeCavalcanti UFPE,Brazil GersonZaverucha UFRJ,Brazil GiancarloLucca FURG,Brazil GiselePappa UFMG,Brazil GracalizDimuro FURG,Brazil GuilhermeCoelho UNICAMP,Brazil GuilhermeDerenievicz UFPR,Brazil GuilhermeDeanPelegrina UNICAMP,Brazil GustavoGiménez-Lugo UTFPR,Brazil GustavoPaetzold USH,UK HelenaCaseli UFSCar,Brazil HeloisaCamargo UFSCar,Brazil HueiLee UNIOESTE,Brazil IslameFelipedaCostaFernandes UFBA,Brazil IvandréParaboni USP,Brazil IvetteLuna UNICAMP,Brazil JoãoBalsa ULisboa,Portugal JoãoBertini UNICAMP,Brazil JoãoPapa UNESP,Brazil JoãoPauloCanário StoneCo.,Brazil JomiHübner UFSC,Brazil JonathanAndradeSilva UFMS,Brazil JoseEduardoOchoaLuna UCSP,Peru JulioNievola PUCPR,Brazil KarlianeVale UFRN,Brazil KenjiNoseFilho UFABC,Brazil LelianeNunesdeBarros USP,Brazil
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