Web Page Content Analysis

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Table of contents

Part I State of The Art and Background 
Chapter 1 Phishing and Protection Techniques 
1.1 Phishing: an Online Con Game
1.1.1 Definition and History
1.1.2 Phishing Vectors
1.1.3 Economic Impact and Evolution
1.1.4 Challenges to Fight Phishing
1.2 Phishing Prevention Techniques
1.2.1 Strong Authentication Schemes
1.2.2 Security Toolbars
1.2.3 Blacklists
1.3 Phishing Detection Techniques
1.3.1 Phishing Emails Detection
1.3.2 Web Page Content Analysis
1.3.3 URL Analysis
Chapter 2 Domain Name System Monitoring 
2.1 The Domain Name System
2.1.1 Organization and Implementation
2.1.2 DNS Usage
2.1.3 DNS Misuses and Security Issues
2.2 DNS Monitoring
2.2.1 DNS Monitoring Strategies
2.2.2 Performance Evaluation and Anomaly Detection
2.2.3 Malicious Activity Detection
Part II Phishing Domain Names and URLs Detection 
Chapter 3 Large Scale Passive DNS Monitoring for Identifying Malicious Domains 
3.1 Passive DNS Monitoring Architecture
3.1.1 DNS Data Gathering
3.1.2 Distributed Storage and Processing System
3.2 Data Mining in DNS Space
3.2.1 DNS Features Extraction
3.2.2 Domain Names Clustering
3.3 Experimental Evaluation
3.3.1 Dataset
3.3.2 Feature Analysis
3.3.3 K-means Clustering Evaluation
Chapter 4 Phishing Domain Name Identification Based on Word Relatedness
4.1 Phishing URL Obfuscation
4.1.1 Obfuscation Techniques
4.1.2 Obfuscation Words Semantic
4.2 Semantic Analysis of Domain Names
4.2.1 Word Extraction
4.2.2 Word Relatedness Computation
4.2.3 Similarity Metrics
4.3 Domain Sets Comparison
4.3.1 Dataset
4.3.2 Similarity Metrics Evaluation
4.3.3 Domains Set Size and Composition
Chapter 5 Semantic Based Phishing URLs Rating
5.1 Intra-URL Relatedness Analysis
5.1.1 URL Word Extraction
5.1.2 Shortcomings of Word Relatedness Evaluation Tools
5.1.3 Search Engine Query Data
5.1.4 Feature Computation
5.2 Implementation
5.2.1 Distributed Word Relatedness Inference
5.2.2 Bloom Filter for Features Computation
5.3 Phishing URL Detection
5.3.1 Dataset
5.3.2 Features Analysis
5.3.3 URL Classification
5.3.4 URL Rating
Part III Semantic Based Phishing Domain Names Prediction 
Chapter 6 Semantic DNS Probing 
6.1 Smart DNS Probing
6.1.1 Hostnames Composition Schemes
6.1.2 System Overview
6.1.3 Smart DNS Brute Forcer
6.2 Semantic Discovery of Subdomains
6.2.1 Similar Names
6.2.2 Incremental Discovery
6.2.3 Splitter
6.3 DNS Probing Evaluation
6.3.1 Methodology
6.3.2 Exploration Parameters
6.3.3 Performance Evaluation
Chapter 7 Proactive Discovery of Phishing Domain Names 
7.1 Modeling a Phisher’s Language
7.1.1 Domain Names Features
7.1.2 Domain Names Generation Model
7.2 Domain Names Features Evaluation
7.2.1 Dataset
7.2.2 Features Analysis
7.3 Phishing Domain Names Generation
7.3.1 Types of Generated Domains
7.3.2 Efficiency and Steadiness of Generation
7.3.3 Predictability and Strategy
General Conclusion 
1 Summary of Contributions
2 Research Perspectives
List of Figures
List of Tables
Bibliography