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Data Mining and Intrusion Detection

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Data Mining: Concepts and Techniques — Chapter 11 — — Data Mining and Intrusion Detection — ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Outline ,[object Object],[object Object],[object Object],[object Object]
Intrusion Detection and Computer Security ,[object Object],[object Object],[object Object],[object Object],[object Object]
Intrusion Examples ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Monitoring and Analyzing Traffic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Goals of Intrusion Detection System (IDS) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Goals of Intrusion Detect. System (IDS) (2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
IDS Architecture ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
IDS Architecture
Signature-Based Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Snort by Marty Roesch ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Snort—Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Snort Rules ,[object Object],[object Object],[object Object],[object Object],[object Object],(flags: SF; msg:”SYN-FIN scan;) alert tcp !1.2.3.0/24 any -> 1.2.3.0/24 any Rule options Rule header
Application of Snort Rules ,[object Object],[object Object],[object Object],[object Object]
Snort Rule Sets ,[object Object],[object Object],[object Object],[object Object],[object Object]
Snort and Event Viewer on Snort and Event Viewer on NT
Problems in Signature-Based Intrusion Detection Systems ,[object Object],[object Object],[object Object],[object Object],[object Object]
Misuse vs. Anomaly Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Misuse vs. Anomaly Detection STAT [HLMS90] ,[object Object],[object Object],matching the sequence of “signature actions” of known intrusion scenarios Misuse Detection Example Shortcoming Definition IDES [LTG+92] ,[object Object],[object Object],using statistical measure on system features Anomaly Detection
Host-based vs. Network-based ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
OUTLINE ,[object Object],[object Object],[object Object],[object Object]
Current Intrusion Detection Approaches—Misuse Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Misuse Detection Example ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Current Intrusion Detection Approaches—Anomaly Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Anomaly Detection Example ,[object Object],[object Object],[object Object],[object Object]
Problems of Current Intrusion Detection Approaches ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
OUTLINE ,[object Object],[object Object],[object Object],[object Object]
Data Mining Approaches for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
A Systematic Framework—J.Stolfo et al. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A Systematic Framework ,[object Object],[object Object],[object Object],[object Object]
A Systematic Framework ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A Systematic Framework
Data Mining Approaches for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Why Can Data Mining Help? ,[object Object],[object Object],[object Object]
Why Can Data Mining Help? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Data Mining Approaches for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Frequent Patterns ,[object Object],[object Object],[object Object],[object Object],[object Object]
Frequent Pattern Mining in MINDS ,[object Object],[object Object],[object Object],[object Object]
Patterns About Alerts ,[object Object],[object Object],[object Object],[object Object],[object Object]
Associate rules ,[object Object],[object Object],[object Object],[object Object]
Sequential Pattern Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Classification: A Two-Step Process ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Classification Methods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Classification for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
HIDE ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Intrusion Detection by NN and SVM ,[object Object],[object Object],[object Object],[object Object],[object Object]
Clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Clustering for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Alert Correlation ,[object Object],[object Object],[object Object],[object Object]
Mining Data Streams ,[object Object],[object Object],[object Object]
Mining Data Streams for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object]
Data Mining Approaches for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
Building Classifiers for Intrusion Detection— J.Stolfo et al. ,[object Object],[object Object],[object Object],[object Object],[object Object]
Classification Models on sendmail ,[object Object],[object Object],[object Object],[object Object],[object Object]
Classification Models on sendmail ,[object Object],[object Object],[object Object],[object Object]
Classification Models on sendmail ,[object Object],[object Object],[object Object],[object Object],[object Object]
Classification Models on tcpdump ,[object Object],[object Object],[object Object],[object Object]
Data Preprocessing ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Building Classifier for Each Type of Connections ,[object Object],[object Object],[object Object],[object Object]
Lessons Learned ,[object Object],[object Object],[object Object]
Meta Classifier that Combines Evidence from Multiple Detection Models ,[object Object],[object Object],[object Object],[object Object]
Data Mining Approaches for Intrusion Detection ,[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
Associate rules ,[object Object],[object Object],[object Object],[object Object]
Frequent Episodes ,[object Object],[object Object],[object Object],[object Object]
Frequent Episodes ,[object Object],[object Object],[object Object],[object Object],[object Object]
Algorithm ,[object Object],[object Object]
 
Using the Mined Patterns ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Adaptive Intrusion Detection System ,[object Object],[object Object],[object Object],[object Object]
The framework of the Adaptive Intrusion Detection System
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 

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Data Mining and Intrusion Detection

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  • 74. The framework of the Adaptive Intrusion Detection System
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