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Alejandro Guerra Manzanares

https://etis.ee/CV/Alejandro_Guerra-Manzanares/est
alejandro.guerra@taltech.ee
A-5823-2019

Teenistuskäik

Töökohad ja ametid
01.09.2018–...   
Tallinna Tehnikaülikool, Infotehnoloogia teaduskond, Tarkvarateaduse instituut, doktorant-nooremteadur (1,00)

Kvalifikatsioon

Teaduskraadid
Alejandro Guerra Manzanares, doktorant, (juh) Hayretdin Bahşi; Sven Nõmm, Detection and characterization of malicious behaviour in information systems by using machine learning techniques (Masinõppe meetodite rakendamine pahavara aktiivsuse tuvastamiseks ja modelleerimiseks infosüsteemides), Tallinna Tehnikaülikool, Infotehnoloogia teaduskond, Tarkvarateaduse instituut.
 
 

Juhendatud väitekirjad

Publikatsioonid

Klass
Aasta
Publikatsioon
 
3.1.
2020
Guerra-Manzanares, Alejandro; Medina-Galindo, Jorge; Bahsi, Hayretdin; Nõmm, Sven (2020). MedBIoT: Generation of an IoT Botnet Dataset in a Medium-sized IoT Network. Proceedings of the 6th International Conference on Information Systems Security and Privacy, ICISSP, Volume 1 : February 25-27, 2020, La Valletta, Malta. La Valletta: SciTePress, 207−218. DOI: 10.5220/0009187802070218.
3.1.
2019
Guerra-Manzanares, Alejandro; Nõmm, Sven; Bahsi, Hayretdin (2019). In-depth feature selection and ranking for automated detection of mobile malware. Proceedings of the 5th International Conference on Information Systems Security and Privacy, ICISSP 2019, February 23-25, 2019, Prague, Czech Republic, Vol. 1. Ed. Mori, Paolo; Furnell, Steven; Camp, Oliver. Prague: SciTePress, 274−283. DOI: 10.5220/0007349602740283.
3.1.
2019
Guerra-Manzanares, Alejandro; Bahsi, Hayretdin; Nõmm, Sven (2019). Hybrid feature selection models for machine learning based botnet detection in IoT networks. Proceedings 2019 International Conference on Cyberworlds, CW 2019 : 2-4 October 2019, Kyoto, Japan. Danvers, MA: IEEE, 324−327. DOI: 10.1109/CW.2019.00059.
3.1.
2019
Guerra-Manzanares, Alejandro; Nõmm, Sven; Bahsi, Hayretdin (2019). Time-frame analysis of system calls behavior in machine learning-based mobile malware detection. 2019 International Conference on Cyber Security for Emerging Technologies (CSET 2019) : Doha, Quatar, 27-29 October 2019. IEEE, 41−48. DOI: 10.1109/CSET.2019.8904908.
3.1.
2019
Guerra-Manzanares, Alejandro; Bahsi, Hayretdin; Nõmm, Sven (2019). Differences in Android behavior between real device and emulator: a malware detection perspective. 2019 Sixth International Conference on Internet of Things : Systems, Management and Security (IOTSMS) : Granada, Spain.October 22-25, 2019. IEEE, 399−404. DOI: 10.1109/IOTSMS48152.2019.8939268.
3.1.
2019
Guerra-Manzanares, Alejandro; Nõmm, Sven; Bahsi, Hayretdin (2019). Towards the integration of a post-hoc interpretation step into the machine learning workflow for IoT botnet detection. Proceedings 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019 : 16-19 December, Boca Raton, Florida, USA. Ed. Wani, M.Arif; Khoshgoftaar, Taghi M.; Wang, Dingding; Wang, Huanjing; Seliya, Naeem (Jim). Piscataway, NJ: IEEE, 1162−1169. DOI: 10.1109/ICMLA.2019.00193.
1.10.2020

Alejandro Guerra Manzanares

https://etis.ee/CV/Alejandro_Guerra-Manzanares/eng
alejandro.guerra@taltech.ee
A-5823-2019

Career

Institutions and positions
01.09.2018–...   
Tallinn University of Technology , School of Information Technologies, Department of Software Science, Junior Researcher (1,00)

Qualifications

Academic degrees
Alejandro Guerra Manzanares, Phd student, (sup) Hayretdin Bahşi; Sven Nõmm, Detection and characterization of malicious behaviour in information systems by using machine learning techniques, Tallinn University of Technology School of Information Technologies, Department of Software Science.
 
 

Supervised dissertations

Publications

Category
Year
Publication
 
3.1.
2020
Guerra-Manzanares, Alejandro; Medina-Galindo, Jorge; Bahsi, Hayretdin; Nõmm, Sven (2020). MedBIoT: Generation of an IoT Botnet Dataset in a Medium-sized IoT Network. Proceedings of the 6th International Conference on Information Systems Security and Privacy, ICISSP, Volume 1 : February 25-27, 2020, La Valletta, Malta. La Valletta: SciTePress, 207−218. DOI: 10.5220/0009187802070218.
3.1.
2019
Guerra-Manzanares, Alejandro; Nõmm, Sven; Bahsi, Hayretdin (2019). In-depth feature selection and ranking for automated detection of mobile malware. Proceedings of the 5th International Conference on Information Systems Security and Privacy, ICISSP 2019, February 23-25, 2019, Prague, Czech Republic, Vol. 1. Ed. Mori, Paolo; Furnell, Steven; Camp, Oliver. Prague: SciTePress, 274−283. DOI: 10.5220/0007349602740283.
3.1.
2019
Guerra-Manzanares, Alejandro; Bahsi, Hayretdin; Nõmm, Sven (2019). Hybrid feature selection models for machine learning based botnet detection in IoT networks. Proceedings 2019 International Conference on Cyberworlds, CW 2019 : 2-4 October 2019, Kyoto, Japan. Danvers, MA: IEEE, 324−327. DOI: 10.1109/CW.2019.00059.
3.1.
2019
Guerra-Manzanares, Alejandro; Nõmm, Sven; Bahsi, Hayretdin (2019). Time-frame analysis of system calls behavior in machine learning-based mobile malware detection. 2019 International Conference on Cyber Security for Emerging Technologies (CSET 2019) : Doha, Quatar, 27-29 October 2019. IEEE, 41−48. DOI: 10.1109/CSET.2019.8904908.
3.1.
2019
Guerra-Manzanares, Alejandro; Bahsi, Hayretdin; Nõmm, Sven (2019). Differences in Android behavior between real device and emulator: a malware detection perspective. 2019 Sixth International Conference on Internet of Things : Systems, Management and Security (IOTSMS) : Granada, Spain.October 22-25, 2019. IEEE, 399−404. DOI: 10.1109/IOTSMS48152.2019.8939268.
3.1.
2019
Guerra-Manzanares, Alejandro; Nõmm, Sven; Bahsi, Hayretdin (2019). Towards the integration of a post-hoc interpretation step into the machine learning workflow for IoT botnet detection. Proceedings 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019 : 16-19 December, Boca Raton, Florida, USA. Ed. Wani, M.Arif; Khoshgoftaar, Taghi M.; Wang, Dingding; Wang, Huanjing; Seliya, Naeem (Jim). Piscataway, NJ: IEEE, 1162−1169. DOI: 10.1109/ICMLA.2019.00193.
1.10.2020

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1.1.LMIN18052IKT kõrgharidus: Eesti küberkaitse valdkonna teadus- ja arendustegevuse toetamine elluviimise toetamine17.05.201831.01.2021Rain OttisTallinna Tehnikaülikool, Infotehnoloogia teaduskond, Tarkvarateaduse instituut1 011 000,00 EUR