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Contents
6
List of Figures
9
List of Tables
10
Preface
11
1 INTRODUCTION
13
1. Motivating Scenario
15
2. Alert Correlation
18
3. Organization
19
2 COMPUTER SECURITY AND INTRUSION DETECTION
20
1. Security Attacks and Security Properties
20
2. Security Mechanisms
22
2.1 Attack Prevention
22
2.2 Attack Avoidance
23
2.3 Attack Detection
28
3. Intrusion Detection
28
3.1 Architecture
30
3.2 Taxonomy
31
3.3 Detection Method
32
3.4 Type of Response
36
3.5 Audit Source Location
36
3.6 Usage Frequency
39
3.7 IDS Cooperation and Alert Correlation
39
3 ALERT CORRELATION
40
4 ALERT CORRELATION ALERT COLLECTION
45
1. Alert Normalization
46
2. Alert Preprocessing
47
2.1 Determining the Alert Time
48
2.2 Determining the Alert’s Source and Target
52
2.3 Determining the Attack’s Name
52
5 ALERT AGGREGATION AND VERIFICATION
53
1. Alert Fusion
53
2. Alert Verification
55
2.1 Passive Approach
58
2.2 Active Approach
58
3. Attack Thread Reconstruction
62
4. Attack Session Reconstruction
63
5. Attack Focus Recognition
66
6 HIGH-LEVEL ALERT STRUCTURES
68
1. Multistep Correlation
68
2. Impact Analysis
72
3. Alert Prioritizing
74
4. Alert Sanitization
75
7 LARGE-SCALE CORRELATION
80
1. Pattern Specification
86
1.1 Definitions
86
1.2 Attack Specification Language
87
1.3 Language Grammar
88
2. Pattern Detection
89
2.1 Basic Data Structures
89
2.2 Constraints
91
2.3 Detection Process
92
2.4 Implementation Issues
99
8 EVALUATION
102
1. Evaluation of Traditional ID Sensors
102
1.1 Evaluation Efforts
103
1.2 Problems
104
2. Evaluation of Alert Correlators
104
2.1 Evaluation Efforts
105
2.2 Problems
107
2.3 Correlation Evaluation Truth Files
108
2.4 Factors Affecting the Alert Reduction Rate
109
9 OPEN ISSUES
111
1. Intrusion Detection
111
2. Alert Correlation
114
10 CONCLUSIONS
116
References
118
Index
123
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