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Intrusion Detection System Alarm Integration Of Key Technologies Research

Posted on:2012-04-26Degree:MasterType:Thesis
Country:ChinaCandidate:Q ZhaoFull Text:PDF
GTID:2218330338955726Subject:Communication and Information System
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Alarm fusion is the frontier of network security and intrusion detection, in recent years, many domestic and foreign experts'scholars in this field conducted in-depth research and development, making lots of creative theory, and these theories for us to continue research in this field laid the foundation.This thesis work done and the obtained innovation on mainly concentrated in alarm correlation algorithm. It presents a new exponential model correlation algorithm based on the probability density function of interval time of alerts, and an improved fuzzy correlation algorithm for time-series events of network security. Then doing some comprehensive experiments on the two of the newly algorithms.In this paper, we do some deep-going research into the key technology of intrusion detection, after investigating the current situation of network system's security and intrusion detection.There are three key points:alert correlation algorithm, detection system, and normalization of the detection information. Three correlation algorithms are present in this paper. They are Irish Model Correlation Algorithm about the Interval Time (IMCAIT), Fuzzy Correlation Algorithm based on Attribute Similarity Degree (FCAASD), and the Exponential Model Correlation Algorithm about the Interval Time (EMCAIT).This article discusses the theoretical basis and the derivation of these three algorithms above. And the validity of the three algorithms was verified by experiments.The FCAASD Unite with the EMCAIT, which is called United Algorithm. At the last, IMCAIT, EMCAIT and the United Algorithm were compared in the experiments. These experiments were carried out to check out the performance of the three algorithms in terms of the correlation efficiency and the correlation accuracy rate about the specific type alerts. And the United Algorithm performs best among them. At the end of this paper, it summarizes the advantages and the disadvantages of all the algorithms above. Listing some ideas about improve the correlation algorithms and the future research of fusion technology.
Keywords/Search Tags:Intrusion Detection, Correlation Algorithm, Irish Model, Exponential Model, Probability Density, Fuzzy Correlation, Association Efficiency
PDF Full Text Request
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