Dissertation > Excellent graduate degree dissertation topics show

The Research and Design of Detection Method of DDoS Attack Based on Data Mining

Author: ShenZuo
Tutor: ZhangLaiShun
School: PLA Information Engineering University
Course: Applied Computer Technology
Keywords: Distributed denial of service attacks Association rule mining Global clustering Decision Tree
CLC: TP393.08
Type: Master's thesis
Year: 2006
Downloads: 151
Quote: 3
Read: Download Dissertation

Abstract


DDoS ( Distributed Denial of Service ) attack is a major hazard for the Internet . It uses the Internet puppet host resource consumption between the destination host and legal clients , at the same time , it also has a negative effect , is often the source to the destination path causing network congestion . The attacker makes use of legitimate packets and change package information the description and filtration attack streams are difficult , the existing security mechanisms of these attacks can not provide effective protection measures need to pay a high price , in order to ensure safety . Association rules based on data mining methods , a DDoS attack detection system was designed and implemented from the point of view of traffic , it can effectively detect DDoS attacks . The main work is as follows : ( 1) analysis of the principles and typical DDoS attack attack tools , comparative study of a variety of detection model . (2) introduced several data mining techniques to explain the classical algorithm Apriori -based association rules and DHP discussed their limitations , and the improved algorithm DHPP . (3) using the global clustering algorithm to be pretreated to reduce the amount of data of the continuous information data packets . ( 4) using winpcap network packet capture, the double filtering methods deployed at the server and the router . (5 ) Visual C DDoS attack detection system based association rule mining , and simulation tests using NS-2 platform .

Related Dissertations

  1. Fault Diagnosis Method Based on Support Vector Machine,TP18
  2. Design and Development of Teaching Quality Assessment System Based on Data Mining,TP311.13
  3. Study on the Economic Burden of Hepatitis B-related Diseases in Guangzhou and the Strategies of Hepatitis B Vaccination for Population Aged 1～14 in China,R186
  4. Research of Web Text Classification Based on Decision Tree Classification Algorithm,TP391.1
  5. Research and Implementation of Decision Tree-based Short-term Load Forecasting System,TM715
  6. Multi-level Selective Ensemble Learning Based on Multi-task Learning,TP181
  7. Study on Privacy Preserving Classification Data Mining,TP311.13
  8. Design and Implementation of Flos Lonicerae Information Service System Based on .Net,TP311.52
  9. An Expectation Maximization Application for Decision Tree Classifiers on Datasets with Missing Values,TP311.13
  10. DFI Research in P2P Traffic Identification,TP393.06
  11. Research and Application of Decision Support Techniques in Enterprise Sales System,TP311.13
  12. Data mining in CRM,TP311.13
  13. Decision tree classification algorithm research and its application in local tax collection and management system,TP311.13
  14. Research on Web Chinese Text Automatic Categorization Based on RS-SVM,TP391.1
  15. Research and Application of Decision Tree Algorithm Based on Data Warehouse,TP311.13
  16. A Commercial Bank CRM Analysis and Design of the Prototype System,TP311.13
  17. Design and Implementation of Failure Diagnosis Expert System in Military Radio Communications,TP311.52
  18. The Research and Implementation of Chinese Text Classification Technology Based on Decision Tree,TP391.1
  19. Thematic Information Extraction of Geological Disaster Supported by Multi-source Data,P694
  20. The Design and Implement of Malware Behavior Detection System Based on Decision Tree,TP393.08
  21. Data Mining Application in Sales System,TP311.13

CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer applications > Computer network > General issues > Computer Network Security
© 2012 www.DissertationTopic.Net  Mobile