?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Desarrollo+de+un+componente+software+inteligente+aplicando+t%C3%A9cnicas+de+Deep+Learning+al+campo+de+la+ciberseguridad+para+la+detecci%C3%B3n+de+ataques+de+red+en+tiempo+real&rft.creator=Garc%C3%ADa+Vel%C3%A1zquez%2C+Jaime&rft.contributor=G%C3%B3mez+Canaval%2C+Sandra&rft.contributor=Vakaruk%2C+Stanislav&rft.subject=Computer+Science&rft.description=En+una+sociedad+rodeada+por+un+constante+intercambio+de+datos+se+hace+vital+que+estos+y+los+sistemas+con+los+que+est%C3%A1n+relacionados+est%C3%A9n+debidamente+protegidos.+Actualmente%2C+se+est%C3%A1+buscando+c%C3%B3mo+detectar+en+tiempo+real+los+ataques+que+comprometen+estos+datos+dentro+del+tr%C3%A1fico+de+red+a+trav%C3%A9s+de+t%C3%A9cnicas+de+Machine+Learning%2C+las+cuales+son+capaces+de+encontrar+patrones+en+el+comportamiento+de+los+flujos+de+red.+Adem%C3%A1s%2C+dada+la+situaci%C3%B3n+actual+derivada+del+uso+masivo+de+los+recursos+de+Internet+gracias%2C+entre+otros%2C+al+Internet+de+las+Cosas+(IoT)+y+el+Big+Data%2C+este+tipo+de+t%C3%A9cnicas+son+integradas+dentro+de+plataformas+computacionales+capaces+de+gestionar+de+forma+eficiente+los+recursos+que+utilizan+en+funci%C3%B3n+de+sus+necesidades%2C+as%C3%AD+como+de+evaluar+conjuntos+de+datos+masivos+en+tiempo+real.+Entre+los+principales+interesados+en+soluciones+que+incluyan+tanto+estas+t%C3%A9cnicas+como+el+uso+de+dichas+plataformas+computacionales%2C+se+encontrar%C3%ADan+los+proveedores+de+servicios+de+Internet+que+gestionan+millones+de+conexiones+por+segundo.+Estas+soluciones+son+de+gran+inter%C3%A9s+por+varios+motivos+entre+los+que+se+encuentran+la+seguridad+de+los+sistemas%2C+la+integridad+de+los+datos+de+sus+usuarios+y+el+impacto+econ%C3%B3mico+que+supone+la+correcci%C3%B3n+y+tratamiento+de+los+ataques+de+red.+Todos+estos+%22da%C3%B1os%22+anteriormente+mencionados+tambi%C3%A9n+tienen+un+impacto+social+en+detrimento+de+la+calidad+del+servicio+ofrecido+por+estas+compa%C3%B1%C3%ADas+y+su+imagen+p%C3%BAblica.+En+este+contexto%2C+este+Proyecto+de+Fin+de+Grado+tiene+como+objetivo+desarrollar+un+m%C3%B3dulo+de+software+inteligente+entrenado+mediante+un+dataset+p%C3%BAblico+de+conexiones+de+tr%C3%A1fico+de+red+y+un+algoritmo+de+Deep+Learning%2C+el+cual+es+capaz+de+determinar+si+conexiones+de+red+capturadas+en+el+dataset+y+recogidas+en+streaming+pertenecen+o+no+a+un+ataque+de+red.+Adem%C3%A1s%2C+la+idea+es+que+este+m%C3%B3dulo+se+utilice+sobre+una+plataforma+ultra-escalable+para+procesar+los+datos+en+tiempo+real+de+manera+m%C3%A1s+eficiente+y+en+base+a+las+necesidades+que+surjan+dentro+del+contexto+de+las+compa%C3%B1%C3%ADas+que+requieran+este+tipo+de+sistemas+inform%C3%A1ticos.+%0D%0A%0D%0AAbstract%3A+%0D%0A%0D%0AIn+a+society+surrounded+by+a+constant+exchange+of+data%2C+it+is+vital+that+these+and+the+systems+to+which+they+are+related+are+properly+protected.+Currently%2C+we+are+looking+for+ways+to+detect+in+real+time+the+attacks+that+compromise+this+data+within+the+network+traffic+through+Machine+Learning+techniques%2C+which+are+able+to+find+patterns+in+the+behavior+of+network+flows.+Moreover%2C+given+the+current+situation+derived+from+the+massive+use+of+Internet+resources+thanks+to%2C+among+others%2C+the+Internet+of+Things+(IoT)+and+Big+Data%2C+this+type+of+techniques+are+integrated+within+computational+platforms+capable+of+efficiently+managing+the+resources+they+use+according+to+their+needs%2C+as+well+as+evaluating+massive+data+sets+in+real+time.+Among+the+main+stakeholders+interested+in+solutions+that+include+both+these+techniques+and+the+use+of+such+computational+platforms+are+Internet+service+providers+that+manage+millions+of+connections+per+second.+These+solutions+are+of+great+interest+for+a+number+of+reasons+including+the+security+of+systems%2C+the+integrity+of+their+users%E2%80%99+data+and+the+economic+impact+of+correcting+and+dealing+with+network+attacks.+All+these+aforementioned+%E2%80%9Ddamages%22+also+have+a+social+impact+to+the+detriment+of+the+quality+of+the+service+offered+by+these+companies+and+their+public+image.+In+this+context%2C+this+Final+Degree+Project+aims+to+develop+an+intelligent+software+module+trained+by+means+of+a+public+dataset+of+network+traffic+connections+and+a+Deep+Learning+algorithm%2C+which+is+able+to+determine+whether+network+connections+captured+in+the+dataset+and+collected+in+streaming+belong+to+a+network+attack+or+not.+In+addition%2C+the+idea+is+that+this+module+will+be+used+on+an+ultra-scalable+platform+to+process+real-time+data+more+efficiently+and+based+on+the+needs+that+arise+within+the+context+of+companies+that+require+this+type+of+computing+systems.&rft.publisher=E.T.S.I+de+Sistemas+Inform%C3%83%C2%A1ticos+(UPM)&rft.rights=https%3A%2F%2Fcreativecommons.org%2Flicenses%2Fby-nc-nd%2F3.0%2Fes%2F&rft.date=2021-07&rft.type=info%3Aeu-repo%2Fsemantics%2FbachelorThesis&rft.type=Final+Project&rft.type=PeerReviewed&rft.format=application%2Fpdf&rft.language=spa&rft.rights=info%3Aeu-repo%2Fsemantics%2FrestrictedAccess&rft.identifier=https%3A%2F%2Foa.upm.es%2F68215%2F