?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Detecci%C3%B3n+de+tr%C3%A1fico+de+criptominado+con+Machine+Learning&rft.creator=Marcos+Mazar%C3%ADo%2C+Luis+de&rft.contributor=Mozo+Velasco%2C+Alberto&rft.contributor=Vakaruk%2C+Stanislav&rft.subject=Computer+Science&rft.description=La+creciente+popularidad+de+las+criptomonedas+ha+promovido+el+aumento+de+actividades+de+criptominado+entre+los+usuarios.+Debido+al+gran+coste+computacional+que+se+requiere%2C+han+surgido+los+ataques+de+criptominado+que+buscan+hacer+uso+de+dispositivos+ajenos+con+el+fin+de+acelerar+este+proceso.+El+objetivo+del+trabajo+presente+es+desarrollar+un+sistema+de+detecci%C3%B3n+de+tr%C3%A1fico+de+criptominado+en+tiempo+real.+Para+ello%2C+se+han+realizado+experimentos+de+generaci%C3%B3n+de+tr%C3%A1fico+en+un+entorno+controlado+de+los+que+se+han+extra%C3%ADdo+un+conjunto+de+datos+con+informaci%C3%B3n+de+red.+Los+datos+obtenidos+se+han+usado+para+el+entrenamiento+de+algoritmos+de+predicci%C3%B3n+basados+en+Machine+Learning.+Los+resultados+del+trabajo+demuestran+la+capacidad+de+detectar+el+tr%C3%A1fico+de+criptominado+en+tiempo+real+con+gran+precisi%C3%B3n.%0D%0AAbstract%3A%0D%0AThe+growing+popularity+of+cryptocurrencies+has+promoted+the+increase+of+cryptocurrency+activities+among+users.+Due+to+the+large+computational+cost+required%2C+cryptomining+attacks+have+emerged+that+seek+to+make+use+of+foreign+devices+in+order+to+accelerate+this+process.+The+objective+of+the+present+work+is+to+develop+a+real-time+cryptomining+traffic+detection+system.+For+this+purpose%2C+traffic+generation+experiments+have+been+carried+out+in+a+controlled+environment+from+which+a+data+set+with+network+information+has+been+extracted.+The+data+obtained+have+been+used+for+the+training+of+prediction+algorithms+based+on+Machine+Learning.+The+results+of+the+work+demonstrate+the+ability+to+detect+cryptomining+traffic+in+real+time+with+high+accuracy.&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%2F68231%2F