Evaluating machine learning algorithms for detecting DDoS attacks

M Suresh, R Anitha - Advances in Network Security and Applications: 4th …, 2011 - Springer
… the selected set of machine learning algorithms in detecting DDoS attacks. The performance
… evaluation of machine learning algorithms for effectively detecting the DDoS attacks. CAIDA …

Machine learning algorithms to detect DDoS attacks in SDN

R Santos, D Souza, W Santo, A Ribeiro… - Concurrency and …, 2020 - Wiley Online Library
… Moreover, it is shown the most important features to classify DDoS attacks and some … of
DDoS attacks discussed in this paper (controller attack, flow-table attack, and bandwidth attack). …

Performance comparison of machine learning models for DDoS attacks detection

P Khuphiran, P Leelaprute, P Uthayopas… - 2018 22nd …, 2018 - ieeexplore.ieee.org
attacks for IT system in terms of time and money. In this paper, the use of machine learning
algorithms for DDoS … and new emerging deep learning algorithm, namely Deep Feed Forward …

[HTML][HTML] Detecting DDoS attacks in software-defined networks through feature selection methods and machine learning models

H Polat, O Polat, A Cetin - Sustainability, 2020 - mdpi.com
… In this study, DDoS attacks in SDN were detected using machine learning-based models. …
for the dataset in normal conditions and under DDoS attack traffic. Then, a new dataset was …

[PDF][PDF] Analysis and detection of ddos attacks using machine learning techniques

S Sarraf - Am. Sci. Res. J. Eng. Technol. Sci, 2020 - researchgate.net
… Also, the machine learning models classified the DDoS attacks, where the accuracy rates of
… tree models showed slightly better performance than linear support vector machines. The …

Detection DDOS attacks using machine learning methods

T Aytaç, M AYDIN, A ZAİM - Electrica, 2020 - avesis.ticaret.edu.tr
… tropy-gini), Random Forest and SVM algorithms. Properties that determined the DDOS attack
at the highest rate and in the shortest time and the result of the train were shown in Table 2. …

A generalized machine learning‐based model for the detection of DDoS attacks

M Marvi, A Arfeen, R Uddin - International Journal of Network …, 2021 - Wiley Online Library
… boosting machine (LGBM) algorithm for training of the modelmodel, we test it by passing
records of unseen DDoS attack … of the model. By comparing the performance of developed …

[PDF][PDF] Detection of Different DDoS Attacks Using Machine Learning Classification Algorithms.

KB Dasari, N Devarakonda - Ingénierie des Systèmes d Inf., 2021 - researchgate.net
algorithms on generalized DDoS attacks. This study used six machine learning classification
algorithms to detect eleven different DDoS attacks on different DDoS attack datasets. We …

A machine learning-based classification and prediction technique for DDoS attacks

MI Mohmand, H Hussain, AA Khan, U Ullah… - IEEE …, 2022 - ieeexplore.ieee.org
… However, up to our knowledge different deep learning models are used for DDoS attacks.
Similarly, they used the same KDD dataset from the UCI repository in research. In finally all …

[HTML][HTML] Security analysis of DDoS attacks using machine learning algorithms in networks traffic

RJ Alzahrani, A Alzahrani - Electronics, 2021 - mdpi.com
… In this research, the current studies in the use of deep learning (DL) in DDoSMachine
Learning (ML) algorithms in WEKA tools to analyze the detection performance for DDoS attacks