[PDF][PDF] Malicious URL detection based on machine learning

C Do Xuan, HD Nguyen… - International Journal of …, 2020 - pdfs.semanticscholar.org
… and deep learning techniques. In this paper, we propose a malicious URL detection method
using machine learning techniques based on our proposed URL behaviors and attributes. …

Machine learning based phishing detection from URLs

OK Sahingoz, E Buber, O Demir, B Diri - Expert Systems with Applications, 2019 - Elsevier
… -time detection of phishing web pages by investigating the URL of the web page with different
machine learning … In the execution of a learning algorithm, not only the dataset but also the …

A novel approach for phishing URLs detection using lexical based machine learning in a real-time environment

BB Gupta, K Yadav, I Razzak, K Psannis… - Computer …, 2021 - Elsevier
machine learning-based phishing detection system that can help users to check the legitimacy
and maliciousness of an URL … feature vectors from URL whenever a user visits that URL. …

Empirical study on malicious URL detection using machine learning

R Patgiri, H Katari, R Kumar, D Sharma - Distributed Computing and …, 2019 - Springer
… In this paper, the malicious URLs detection is treated as a binary classification problem
and performance of several well-known classifiers are tested with test data. The algorithms …

Using lexical features for malicious URL detection--a machine learning approach

A Joshi, L Lloyd, P Westin, S Seethapathy - arXiv preprint arXiv …, 2019 - arxiv.org
… of an ensemble machine learning approach in detecting malicious URLs delivered in emails…
URL detection. Blacklists are a common and classic method for detecting malicious URLs

A machine learning driven threat intelligence system for malicious URL detection

C Rupa, G Srivastava, S Bhattacharya… - Proceedings of the 16th …, 2021 - dl.acm.org
… the Uniform Resource Locator (URL) through which malicious … to detect malicious links on
the web using a machine learning … The embedding of malicious URLs is a predominant web …

Lexical features based malicious URL detection using machine learning techniques

AS Raja, R Vinodini, A Kavitha - Materials Today: Proceedings, 2021 - Elsevier
… This paper presents the new method for malicious URL detection with fewer number of
features extracted only from URL. That reduces execution time and storage requirements. It also …

Detection of phishing websites by using machine learning-based URL analysis

M Korkmaz, OK Sahingoz, B Diri - 2020 11th International …, 2020 - ieeexplore.ieee.org
… on the use of machine learning-based anomaly detection due to its dynamic … a machine
learning-based phishing detection system by using eight different algorithms to analyze the URLs

A machine learning approach for detecting malicious websites using URL features

AS Manjeri, R Kaushik, MNV Ajay… - 2019 3rd International …, 2019 - ieeexplore.ieee.org
… In this paper, the approach used for URL classification is most closely related to [11]
where a wide range of Machine Learning algorithms (for URL detection) such as SVM, KNN, …

Malicious URL detection: a comparative study

B Janet, RJA Kumar - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
… In this paper, we address the detection of malicious URLs as a binary classification … machine
learning classifiers. We adopted a public dataset from Kaggle comprising of 450000 URLs