Society 5.0 and the Future of Emerging Computational Technologies

13 Improving Suspicious URL Detection through Ensemble Machine Learning Techniques

Sanjukta Mohanty, Arup Abhinna Achary, and Laki Sahu

DOI: 10.1201/9781003184140-13

CONTENTS

13.1 Introduction

13.2 Background

13.2.1 Uniform Resource Locator (URL)

13.2.2 Machine Learning

13.2.2.1 Batch Machine Learning Classifiers

13.2.2.2 Ensemble Machine Learning Classifiers

13.3 Related Work

13.3.1 Machine Learning Techniques Adopting Structural Features of URLs

13.3.2 Machine Learning Techniques Adopting Structural and Web Page Content Features

13.4 Discussion

13.5 Proposed Approach

13.5.1 URL Dataset and Data Cleaning

13.5.2 Relevant Feature Selections

13.5.3 Data Preparation

13.5.4 Data Modeling with Machine Learning Classifiers

13.5.5 Performance Evaluation ...