Detecting Web-Based Attacks with SHAP and Tree Ensemble Machine Learning Methods

Attacks using Uniform Resource Locators (URLs) and their JavaScript (JS) code content to perpetrate malicious activities on the Internet are rampant and continuously evolving. Methods such as blocklisting, client honeypots, domain reputation inspection, and heuristic and signature-based systems are...

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Bibliographic Details

Published in:	Applied sciences Vol. 12; no. 1; p. 60
Main Authors:	Ndichu, Samuel, Kim, Sangwook, Ozawa, Seiichi, Ban, Tao, Takahashi, Takeshi, Inoue, Daisuke
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01.01.2022
Subjects:	Decision trees Feature selection Machine learning Shapley additive explanations Subject specialists tree ensemble methods URLs web-based attacks Websites
ISSN:	2076-3417, 2076-3417
Online Access:	Get full text
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