Techniques for intrusion detection based on adaptive intuitionistic fuzzy reasoning
Chi Zhang · Journal of Computer Applications · 2010
A technique for intrusion detection based on Adaptive Neuro-Intuitionistic Fuzzy Inference System (ANIFIS) was proposed with intuitionistic fuzzy set theory introduced into the area of information security.First,the properties and vulnerabilities of the existing intrusion detection methods were analyzed,and a model for intrusion detection on ANIFIS with Takagi-Sugeno type was established.Then,the inference rules of the system were devised,computational relations between layers of input and output and a synthesized computational expression of system output were ascertained.Subsequently,a learning algorithm of neural network was proposed,which could adjust network structure and study network parameters.Finally,the test results verify the validity of the technique and rationality of constructed model by providing intrusion detection instances with KDD CUP 99 dataset.