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Intrusion Detection

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Intrusion Detection Jie Lin
Outline ,[object Object],[object Object],[object Object],[object Object]
What is the Intrusion Detection ,[object Object],[object Object]
Types of Intrusion Detection System(1) ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Types of Intrusion Detection System(2)
Intrusion Detection Techniques ,[object Object],[object Object],[object Object],[object Object]
Misuse Detection ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Misuse Detection Methods & System AutiGUARD Case Based reasoning IDES,NIDX,P-BEST,ISOA Expert System IDIOT Colored Petri Automata STAT family(STAT,USTAT,NSTAT,NetSTAT) State Transition Analysis RUSSEL,P-BEST Rule-based Languages System Method
Anomaly Detection ,[object Object],[object Object]
Anomaly Detection Methods & System JAM, MADAM ID Data mining approaches ,[object Object],[object Object],[object Object],[object Object],[object Object],IDES, NIDES, EMERALD Statistical method System Method
Anomaly Detection Disadvantages ,[object Object],[object Object],[object Object]
Misuse Detection vs. Anomaly Detection High false-alarm and limited by training data. Is able to detect unknown attacks based on audit Anomaly Detection Cannot detect novel or unknown attacks Accurately and generate much fewer false alarm Misuse Detection Disadvantage Advantage
The Frame for Intrusion Detection
Intrusion Detection Approaches ,[object Object],[object Object],[object Object],Training Audit Data Features Rules Audit Data Pattern matching or Classification 1 3 3 2
Thinking about The Intrusion Detection System ,[object Object],[object Object],[object Object],[object Object],[object Object]
 
Rule Discover Method ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Pattern Matching & Pattern Recognition Methods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Intrusion Detection Techniques
Intrusion Detection Techniques ,[object Object],[object Object],[object Object],[object Object]
Pattern Matching ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Measure Based Method Statistical Methods & Information-Theoretic Measures ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Association Pattern Discover ,[object Object],[object Object],[object Object],[object Object],[object Object]
Association Pattern Example
Association Pattern Detecting ,[object Object],[object Object],[object Object],[object Object],[object Object]
Machine Learning Method ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Classification ,[object Object],[object Object],[object Object]
Clustering ,[object Object],[object Object],[object Object]
Ideas for improving Intrusion Detection
Idea 1: Association Pattern Detecting ,[object Object],[object Object],[object Object]
Idea 2: Discover Pattern from Rules ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Reference ,[object Object],[object Object],[object Object],[object Object]
Thank you!

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Intrusion Detection