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[13]  O. Jamal Ibrahim et al., “Network intrusion detection:  a comparative study of four 

classifiers using the NSL-KDD and KDD’99 datasets,” J. Phys, p. 12043, 2022, doi: 
10.1088/1742-6596/2161/1/012043. 

[14]  A. Ng, “CS229 Lecture Notes - Supervised Machine Learning,” in Stanford Machine 

Learning Course, 2019. 

[15]  “Advantages and Disadvantages of Logistic Regression.” 

https://iq.opengenus.org/advantages-and-disadvantages-of-logistic-regression/ 

[16]  “Machine Learning Decision Tree Classification Algorithm - Javatpoint.” 

https://www.javatpoint.com/machine-learning-decision-tree-classification-algorithm 

[17]  “K-Nearest Neighbours - GeeksforGeeks.” https://www.geeksforgeeks.org/k-nearest-

neighbours/ 

[18]  “What Is K-Nearest Neighbor? An ML Algorithm to Classify Data.” 

https://learn.g2.com/k-nearest-neighbor 

[19]  “Naive Bayes classifier - Wikipedia.” 

https://en.wikipedia.org/wiki/Naive_Bayes_classifier 

[20]  “Gaussian Naive Bayes: What You Need to Know? | upGrad blog.” 

https://www.upgrad.com/blog/gaussian-naive-bayes/#scroll-top 

[21]  “Multilayer Perceptron Definition | DeepAI.” https://deepai.org/machine-learning-

glossary-and-terms/multilayer-perceptron 

[22]  “Multilayer perceptron - Wikipedia.” 

https://en.wikipedia.org/wiki/Multilayer_perceptron 

[23]  “Why MultiLayer Perceptron/Neural Network?,” in MIT Media Lab MAS Project notes,  

[24]  “Multilayer Perceptron (MLP) vs Convolutional Neural Network in Deep Learning | by 

Uniqtech | Data Science Bootcamp | Medium.” https://medium.com/data-science-
bootcamp/multilayer-perceptron-mlp-vs-convolutional-neural-network-in-deep-
learning-c890f487a8f1 

[25]  “A Deeper Dive into the NSL-KDD Data Set | by Gerry Saporito | Towards Data 

Science.” https://towardsdatascience.com/a-deeper-dive-into-the-nsl-kdd-data-set-
15c753364657 

[26]  Τμήμα Φυσικής ΑΠΘ, “Δίκτυα Επικοινωνίας και Υπολογιστών,”  

[27]  “Creating dummy variables in Python - AskPython.” 

https://www.askpython.com/python/examples/creating-dummy-variables 

[28]  “pandas.DataFrame.corr — pandas 1.4.3 documentation.” 

https://pandas.pydata.org/pandas-
docs/stable/reference/api/pandas.DataFrame.corr.html