Improving Multiclass Classification of Cybersecurity Breaches in Railway Infrastructure using Imbalanced Learning

Author:

N. Nebaba Aleksandr1,K. Savvas Ilias2,A. Butakova Maria3,V. Chernov Andrey3,S. Shevchuk Petr4

Affiliation:

1. Informatics, Rostov State Transport University, Russia

2. Dept. of Digital Systems, University of Thessaly, Greece

3. The Smart Materials Research Institute, Southern Federal University, Russia

4. Don State Technical University, Russia

Funder

Russian Foundation for Basic Research

Publisher

ACM

Reference19 articles.

1. Haseeb Ali Mohd Najib Mohd Salleh Kashif Hussain Arshad Ahmad Ayaz Ullah Arshad Muhammad Rashid Naseem and Muzammil Khan. A review on data preprocessing methods for class imbalance problem. Int. J. Eng. 9. Haseeb Ali Mohd Najib Mohd Salleh Kashif Hussain Arshad Ahmad Ayaz Ullah Arshad Muhammad Rashid Naseem and Muzammil Khan. A review on data preprocessing methods for class imbalance problem. Int. J. Eng. 9.

2. Elhassan At. 2017. Classification of Imbalance Data using Tomek Link (T-Link) Combined with Random Under-sampling (RUS) as a Data Reduction Method. (2017) 11. Elhassan At. 2017. Classification of Imbalance Data using Tomek Link (T-Link) Combined with Random Under-sampling (RUS) as a Data Reduction Method. (2017) 11.

3. SMOTE: Synthetic Minority Over-sampling Technique

4. Andrey V. Chernov , Maria A. Butakova , Vladimir D. Vereskun , and Oleg O. Kartashov . 2018. Mobile Smart Objects for Incidents Analysis in Railway Intelligent Control System . In Proceedings of the Second International Scientific Conference "Intelligent Information Technologies for Industry" (IITI'17) , Ajith Abraham, Sergey Kovalev, Valery Tarassov, Vaclav Snasel, Margreta Vasileva and Andrey Sukhanov (eds.). Springer International Publishing, Cham, 128–137. DOI:https://doi.org/10.1007/978-3-319-68324-9_14 10.1007/978-3-319-68324-9_14 Andrey V. Chernov, Maria A. Butakova, Vladimir D. Vereskun, and Oleg O. Kartashov. 2018. Mobile Smart Objects for Incidents Analysis in Railway Intelligent Control System. In Proceedings of the Second International Scientific Conference "Intelligent Information Technologies for Industry" (IITI'17), Ajith Abraham, Sergey Kovalev, Valery Tarassov, Vaclav Snasel, Margreta Vasileva and Andrey Sukhanov (eds.). Springer International Publishing, Cham, 128–137. DOI:https://doi.org/10.1007/978-3-319-68324-9_14

5. Andrey V. Chernov , Ilias K. Savvas , and Maria A. Butakova . 2019. Detection of Point Anomalies in Railway Intelligent Control System Using Fast Clustering Techniques . In Proceedings of the Third International Scientific Conference "Intelligent Information Technologies for Industry" (IITI'18) , Ajith Abraham, Sergey Kovalev, Valery Tarassov, Vaclav Snasel and Andrey Sukhanov (eds.). Springer International Publishing, Cham, 267–276. DOI:https://doi.org/10.1007/978-3-030-0 1821 -4_28 10.1007/978-3-030-01821-4_28 Andrey V. Chernov, Ilias K. Savvas, and Maria A. Butakova. 2019. Detection of Point Anomalies in Railway Intelligent Control System Using Fast Clustering Techniques. In Proceedings of the Third International Scientific Conference "Intelligent Information Technologies for Industry" (IITI'18), Ajith Abraham, Sergey Kovalev, Valery Tarassov, Vaclav Snasel and Andrey Sukhanov (eds.). Springer International Publishing, Cham, 267–276. DOI:https://doi.org/10.1007/978-3-030-01821-4_28

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