A new intrusion detection method based on process profiling

There are two well-known models for intrusion detection-anomaly intrusion detection (AID) model and misuse intrusion detection (MID) model. The former analyzes user behavior and the statistics of a process in a normal situation, and checks whether the system is being used in a different manner. The latter maintains a database of known intrusion techniques and detects intrusion by comparing behavior against the database. An intrusion detection method based on an AID model can detect a new intrusion method, but needs to update the data describing user behavior and statistics in normal usage. We call these information profiles. There are several problems in AID to be addressed. The profiles tend to be large. Detecting intrusion needs a large amount of system resources, like CPU time and memory and disk space. An MID model requires fewer system resources to detect intrusion. However, it cannot detect new, unknown intrusion methods. Our method solves these problems by recording system calls from daemon processes and setuid programs. We improved detection accuracy by adopting a DP matching scheme.

[1]  Dorothy E. Denning,et al.  An Intrusion-Detection Model , 1986, 1986 IEEE Symposium on Security and Privacy.

[2]  Simson L. Garfinkel,et al.  Practical UNIX Security , 1991 .

[3]  Todd L. Heberlein,et al.  Network intrusion detection , 1994, IEEE Network.

[4]  Elizabeth D. Zwicky,et al.  Building internet firewalls , 1995 .

[5]  Stephanie Forrest,et al.  A sense of self for Unix processes , 1996, Proceedings 1996 IEEE Symposium on Security and Privacy.

[6]  Stephanie Forrest,et al.  Intrusion Detection Using Sequences of System Calls , 1998, J. Comput. Secur..

[7]  Barak A. Pearlmutter,et al.  Detecting intrusions using system calls: alternative data models , 1999, Proceedings of the 1999 IEEE Symposium on Security and Privacy (Cat. No.99CB36344).

[8]  Elizabeth D. Zwicky,et al.  Building Internet firewalls (2nd ed.) , 2000 .

[9]  Shigeki Goto,et al.  A new intrusion detection method based on discriminant analysis , 2001 .

[10]  Mike Kosta Loukides System Performance Tuning , 1990 .