Dissertation > Excellent graduate degree dissertation topics show

Research on Intrusion Detection System Based on Pattern Recognition

Author: ZhengYing
Tutor: ZhuYouChan
School: North China Electric Power University (Hebei)
Course: Applied Computer Technology
Keywords: Intrusion Detection Pattern Recognition AdaBoost algorithm RBF Neural Network Isometric Mapping algorithm
CLC: TP393.08
Type: Master's thesis
Year: 2009
Downloads: 78
Quote: 0
Read: Download Dissertation

Abstract


Intrusion detection technology is a multi- level and multi- depth means of network protection , security technology research . In this paper, the pattern recognition technology is designed and implemented a new intrusion detection method based on AdaBoost . And weak classification algorithm - RBF neural network are discussed in detail , and successfully construct a reasonable neural network structure suitable for intrusion detection . Isometric Mapping algorithm in intrusion detection , data from high-dimensional to low-dimensional mapping to improve the recognition rate and efficiency of detection . Compare the test results will be based on the AdaBoost method test results with the RBF neural network , proved to the AdaBoost method can greatly improve the weak classification algorithm recognition rate .

Related Dissertations

  1. The Classification of High Dimsnsion Flew Field Based on Manifold Learning,V231.3
  2. The Fatigue State Recognition of the Driver Based on Eye Detection,TP391.41
  3. Research on Text Classification Based on Biomimetic Pattern Recongnition,TP391.1
  4. Research on Predicting Intrinsic Disorder Protein Structure Based on Supervision Manifold Learning Algorithm,Q51
  5. Research on Identification System of Cashmere and Wool Fiber,TS101.921
  6. Intrusion detection based on the ultrasonic echo envelope in the military security patrols,E919
  7. Research on Intrusion Detection Technology of Wireless Sensor Networks Based on Behavior Trust,TP212.9
  8. Association rule mining based Intrusion Detection System Research and Implementation,TP393.08
  9. Study on Risk Identification and Evaluation of Manufacturing Green Products R & D,F205;F224
  10. The Research on Intrusion Detection System Based on Machine Learning,TP393.08
  11. Research on Key Technologies of Turning Expert System Based on SE300,TP182
  12. Research on Face Recognition Based on AdaBoost Algorithm,TP391.41
  13. Improved Mathematical Model of Spatial Information Processing Based on Fuzzy Technology,O159
  14. Intrusion Detection in Mobile Ad Hoc Networks: A Timed Finite State Machines Approach,TN929.5
  15. Research of Facial Expression Recognition Algorithm,TP391.41
  16. An Intrusion Detection System for High-Speed Networks,TP393.08
  17. Research on the Security in Wireless Sensor Network,TN915.08
  18. The EMG Pattern Recognition System Based on Generalized Dynamic Fuzzy Neural Network,TP183
  19. Design and Implementation of System of Tables with Handwritten Content,TP391.41
  20. Sensitivity Analysis and Application of Orthogonal Weight Function Neural Network,TP183
  21. A Study on the Value Indictors System of Cultural Heritages in Henan,G122

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