Advances in Computing: 15th Colombian Congress, CCC 2021, Bogotá, Colombia, November 22–26, 2021, Revised Selected Papers PDF
Preview Advances in Computing: 15th Colombian Congress, CCC 2021, Bogotá, Colombia, November 22–26, 2021, Revised Selected Papers
Enrique Gonzalez · Mariela Curiel · Andrés Moreno · Angela Carrillo-Ramos · Rafael Páez · Leonardo Flórez-Valencia (Eds.) Communications in Computer and Information Science 1594 Advances in Computing 15th Colombian Congress, CCC 2021 Bogotá, Colombia, November 22–26, 2021 Revised Selected Papers Communications in Computer and Information Science 1594 EditorialBoardMembers JoaquimFilipe PolytechnicInstituteofSetúbal,Setúbal,Portugal AshishGhosh IndianStatisticalInstitute,Kolkata,India RaquelOliveiraPrates FederalUniversityofMinasGerais(UFMG),BeloHorizonte,Brazil LizhuZhou TsinghuaUniversity,Beijing,China Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/7899 · · Enrique Gonzalez Mariela Curiel · · Andrés Moreno Angela Carrillo-Ramos · Rafael Páez Leonardo Flórez-Valencia (Eds.) Advances in Computing 15th Colombian Congress, CCC 2021 Bogotá, Colombia, November 22–26, 2021 Revised Selected Papers Editors EnriqueGonzalez MarielaCuriel PontificiaUniversidadJaveriana PontificiaUniversidadJaveriana Bogotá,Colombia Bogotá,Colombia AndrésMoreno AngelaCarrillo-Ramos PontificiaUniversidadJaveriana PontificiaUniversidadJaveriana Bogotá,Colombia Bogotá,Colombia RafaelPáez LeonardoFlórez-Valencia PontificiaUniversidadJaveriana PontificiaUniversidadJaveriana Bogotá,Colombia Bogotá,Colombia ISSN 1865-0929 ISSN 1865-0937 (electronic) CommunicationsinComputerandInformationScience ISBN 978-3-031-19950-9 ISBN 978-3-031-19951-6 (eBook) https://doi.org/10.1007/978-3-031-19951-6 ©SpringerNatureSwitzerlandAG2022 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 TheColombianComputingSociety(SCo2foritsacronyminSpanish)wasfoundedin 2005inordertocontributetothedevelopmentofresearchinColombiaandtofacilitate the relationship between researchers related to computer science, not only within the country but also worldwide. The most important event of the SCo2 is the Colombian CongressofComputing(CCC).Thisvolumepresentsthepapersofthe15thCCCevent heldin2021.ThiscongresswasorganizedbythePontificiaUniversidadJaveriana,with thesupportofRENATA,theNationalAcademicNetworkofAdvancedTechnology. CCC2021markedthereturnoftheseries,afteritsinterruptionin2020duetothe COVID-19pandemicsituation.Indeed,itwasnoteasytoresumeorganizingthecongress whenthehealthconditionshadnotyetreturnedtonormal.Duetothisatypicalsituation, thesizeoftheeventwasmoderateanditwasheldcompletelyremotely,forthefirsttime. Despitethelimitations,wemanagedtomovetheCCCseriesforwardandrevivedthis meeting place for computer researchers, not only from Colombia but also from other countries. CCC2021received47submissionswhichweresentforpeerreview.Onlyeightfull papersandtwoshortpaperswereaccepted;thus,theacceptationratewas17%.Forthe paperevaluation,adouble-blindsystemwasused.Theaveragenumberofreviewsper paperwas3.1andtheaveragenumberofpapersassignedtoareviewerwas1.39.Allthe acceptedpaperswererevisedaftertheevent.The10acceptedarticleswereorganized intothreemainthemes:Artificialintelligence,EducationalInformatics,andInformation Systems. Although CCC 2021 was small in size, the papers presented were of high quality, onceagaindemonstratingthecontributionthatcomputersciencecanmaketosolvehigh- impactproblems.Wethankallthepeopleandinstitutionsthatsupportedthedevelopment oftheevent,especiallythepeerreviewersfortheirinvaluablework.Wehopethatwith thisevent,therewillbearebirthofthecooperationandparticipationofresearchersand partnerinstitutionsinSCo2. November2022 EnriqueGonzález MarielaCuriel AndrésMoreno AngelaCarrillo-Ramos RafaelPáez LeonardoFlórez Organization GeneralChair EnriqueGonzalez PontificiaUniversidadJaveriana,Colombia ProgramCommitteeChairs CardozoNicolás UniversidaddelosAndes,Colombia DuqueNéstor UniversidadNacionaldeColombia,Colombia Flórez-ValenciaLeonardo PontificiaUniversidadJaveriana,Colombia GómezMaríaClara UniversidaddeMedellín,Colombia RuizPablo CorporaciónUniversitariaComfacauca,Colombia SanabriaOrdoñezJohnAlexander UniversidaddelValle,Colombia SolanoAndrés UniversidadAutónomadeOccidente,Colombia TabaresBetancurMartaSilvia UniversidadEAFIT,Colombia VargasMontoyaHéctorFernando ITM,Colombia SteeringCommittee MarielaCuriel PontificiaUniversidadJaveriana,Colombia AndrésMoreno PontificiaUniversidadJaveriana,Colombia AngelaCarrillo-Ramos PontificiaUniversidadJaveriana,Colombia RafaelPáez PontificiaUniversidadJaveriana,Colombia LeonardoFlórez PontificiaUniversidadJaveriana,Colombia ProgramCommittee AballayLaura UniversidadNacionaldeSanJuan,Argentina AgredoDelgadoVanessa UniversidaddelCauca,Colombia ÁlvarezJiménezCharlems UniversidadNacionaldeColombia,Colombia ArangoLopezJeferson UniversidaddeCaldas,Colombia AvilaGabriel InstituciónUniversitariaPolitécnico Grancolombiano,Colombia BaccaAcostaJorgeLuis UniversityofGirona,Spain BaloccoSimone UniversitatdeBarcelona,Spain BarberFederico UniversitatPolitècnicadeValència,Spain BucheliVíctor UniversidaddelValle,Colombia CalderónBocanegraFrancisco PontificiaUniversidadJaveriana,Colombia Carlos viii Organization CamachoMarta InstituciónUniversitariaColegioMayordel Cauca,Colombia CanoSandra PontificiaUniversidadCatólicadeValparaíso, Chile CardonaSergio UniversidaddelQuindio,Colombia Carrillo-RamosAngela PontificiaUniversidadJaveriana,Colombia CastellanosEduardo PontificiaUniversidadJaveriana,Colombia CastilloLuisFernando UniversidaddeCaldas,Colombia CastrillonHelder CorporaciónUniversitariaComfacauca,Colombia CastroRojasLuisFernando UniversidaddelQuindío,Colombia CerónMagaly CorporaciónUniversitariadeComfacauca, Colombia ChalliolCecilia UniversidadNacionaldeLaPlata,Argentina ChavarriagaJaime UniversidaddeLosAndes,Colombia ChavarroPorrasJulioCésar UniversidadTecnológicadePereira,Colombia CollazosCésar UniversidaddelCauca,Colombia Cortés-RicoLaura UniversidadMilitarNuevaGranada,Colombia CruzAngelAlfonso UniversidaddelosLlanos,Colombia CurielMariela PontificiaUniversidadJaveriana,Colombia DelGiorgioHoracio UniversidadNacionaldeLaMatanza,Argentina DíazJaime UniversidaddeLaFrontera,Chile EsparzaMaldonadoAlmaLaura InstitutodeInvestigación,DesarrolloeInnovación enTecnologíasInteractivas,Mexico FernándezAlejandro UniversidadNacionaldeLaPlata,Argentina Flores-RiosBrendaL. UniversidadAutónomadeBajaCalifornia, Mexico FrancoTrianaHugo UniversidadCentral,Colombia GamessEric JacksonvilleStateUniversity,USA García-AlonsoJose UniversityofExtremadura,Spain Gil-HerreraJuliver ITM,Colombia GonzalezEnrique PontificiaUniversidadJaveriana,Colombia GrigeraJulián UniversidadNacionaldeLaPlata,Argentina GuerreroGarciaJosefina BeneméritaUniversidadAutónomadePuebla, Mexico GutiérrezRicardo UniversidadMilitarNuevaGranada,Colombia GómezSebastián TecnológicodeAntioquia,Colombia GómezMoraMiller UniversidadDistritalFranciscoJosédeCaldas, Colombia Gómez-MorantesJuanE. PontificiaUniversidadJaveriana,Colombia HernandezJuliana UniversidaddeMedellín,Colombia HurtadoJulio UniversidaddelCauca,Colombia IsazaGustavo UniversidaddeCaldas,Colombia JulianVicente UniversitatPolitècnicadeValència,Spain Organization ix LagoPaula UniversidadNacionalAbiertayaDistancia, Colombia LealEmilcy UniversidaddeMedellín,Colombia LliterasAlejandraBeatriz UniversidadNacionaldeLaPlata,Argentina Luna-GarcíaHuizilopoztli UniversidadAutónomadeZacatecas,Mexico MarinoOlga UniversidaddelosAndes,Colombia MolinaDíazAnaIsabel UniversityofCastilla-LaMancha,Spain MonAlicia UniversidadNacionaldeLaMatanza,Argentina MonteroAnabel PontificiaUniversidadJaveriana,Colombia MontoyaMaria UniversidadTecnológicadePereira,Colombia MontoyaMúneraEdwin UniversidadEAFIT,Colombia MorenoAndrés PontificiaUniversidadJaveriana,Colombia MorenoJulian UniversidadNacionaldeColombia,Colombia MuñozSanabriaLuisFreddy FundaciónUnversitariadePopayan,Colombia MéndezYenny UniversidadMayordeChile,Chile OrtegaCanteroManuel UniversityofCastilla-LaMancha,Spain OsorioGermán UniversidadNacionaldeColombia,Colombia PaderewskiPatricia UniversityofGranada,Spain PomaresQuimbayaAlexandra PontificiaUniversidadJaveriana,Colombia PastranaManuel UniversidadSanBuenaventura,Colombia PavónJuan UniversidadComplutensedeMadrid,Spain PazFreddy PontificiaUniversidadCatólicadelPerú,Perú PeláezValenciaLuisEduardo EDU-SQAS.A.S.,Colombia PuertasEdwin UniversidadTecnológicadeBolívar,Colombia PáezRafael PontificiaUniversidadJaveriana,Colombia Quiza-MontealegreJhonJair UniversidaddeMedellín,Colombia QuiñonesOteyDaniela PontificiaUniversidadCatólicadeValparaíso, Chile RamírezMauricio UniversidaddeMedellín,Colombia RodríguezMarínPaulaAndrea UniversidadNacionaldeColombia,Colombia RuedaOlarteAndreadelPilar PontificiaUniversidadJaveriana,Colombia SarmientoWilsonJ. UniversidadMilitarNuevaGranada,Colombia SarriaM.GerardoM. PontificiaUniversidadJaveriana,Cali,Colombia SepúlvedaLina UniversidaddeMedellín,Colombia SepúlvedaRodríguezLuis UniversidaddelQuindío,Colombia Eduardo Serra-RuizJordi UniversitatObertadeCatalunya,Spain SilveiraRicadro UniversidadeFederaldeSantaCatarina,Brazil SilvestreLuis UniversidaddeTalca,Chile SolórzanoGiovannyPiedrahita InstituciónUniversitariaPolitécnico Grancolombiano,Colombia TorresDiego UniversidadNacionaldeLaPlata,Argentina x Organization VicariRosa UniversidadeFederaldoRioGrandedoSul, Brazil VillegasMaria UniversidaddelQuindío,Colombia VivasAurelio UniversidaddelosAndes,Colombia VélezGloria UniversidadPontificiaBolivariana,Colombia ZapataJaramilloCarlosMario UniversidadNacionaldeColombia,Colombia OrganizingInstitutions
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