Improving the Performance of Firewalls through Network Traffics Logs' Classification of Firat Dataset Using Decision Tree Algorithm

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Talaeepoor Maryam; SOLEIMANI NEYSIANI BEHZAD; Davarpanah Jezi Mohammad

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Seminar Paper

Paper Information

Seminar: INTERNATIONAL CONFERENCE ON WEB RESEARCH
Year:2024 | Issue:10

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Title

Improving the Performance of Firewalls through Network Traffics Logs' Classification of Firat Dataset Using Decision Tree Algorithm

Author(s)

Talaeepoor Maryam | SOLEIMANI NEYSIANI BEHZAD | Davarpanah Jezi Mohammad

Keywords

Firewall

Classification

Analysis Log

Network Security

Abstract

As long as a computer system is connected to the Internet, it is susceptible to attack as a victim. In computer networks, it becomes important to manage the network based on parameters such as network size and network data. Firewalls are devices that help network administrators in this case to establish security in the network, and can be based on the rules that the Firewall is based on. It is configured to control incoming and outgoing network traffic. Firewalls can be considered the most vital components of the network in establishing security. Firat University introduced a dataset containing Firewall logs with multiple classes for Firewall decisions. This study uses data mining techniques to improve the validation performance of Classification using various machine learning algorithms like neural networks, deep learning, and kNN. The experimental results show more than 10% improvement according to precision and recall rates among various folding scenarios used in related works with minor improvement in accuracy, too. The decision tree algorithm is fast and explainable versus other algorithms.

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APA: Copy

Talaeepoor, Maryam, SOLEIMANI NEYSIANI, BEHZAD, & Davarpanah Jezi, Mohammad. (2024). Improving the Performance of Firewalls through Network Traffics Logs' Classification of Firat Dataset Using Decision Tree Algorithm. INTERNATIONAL CONFERENCE ON WEB RESEARCH. SID. https://sid.ir/paper/1146997/en

Vancouver: Copy

Talaeepoor Maryam, SOLEIMANI NEYSIANI BEHZAD, Davarpanah Jezi Mohammad. Improving the Performance of Firewalls through Network Traffics Logs' Classification of Firat Dataset Using Decision Tree Algorithm. 2024. Available from: https://sid.ir/paper/1146997/en

IEEE: Copy

Maryam Talaeepoor, BEHZAD SOLEIMANI NEYSIANI, and Mohammad Davarpanah Jezi, “Improving the Performance of Firewalls through Network Traffics Logs' Classification of Firat Dataset Using Decision Tree Algorithm,” presented at the INTERNATIONAL CONFERENCE ON WEB RESEARCH. 2024, [Online]. Available: https://sid.ir/paper/1146997/en

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