88
[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