Please use this identifier to cite or link to this item:
https://hdl.handle.net/2440/36931
Citations | ||
Scopus | Web of Science® | Altmetric |
---|---|---|
?
|
?
|
Type: | Conference paper |
Title: | Dynamic combination of multiple host-based anomaly detectors with broader detection coverage and fewer false alerts |
Author: | Zhang, Z. Shen, H. |
Citation: | Networking--ICN 2005 : 4th International Conference on Networking, Réunion Island, France, April 17-21, 2005 : proceedings / Pascal Lorenz, Petre Dini (eds.), vol. 2, pp. 989-996. |
Publisher: | Springer |
Publisher Place: | Berlin |
Issue Date: | 2005 |
Series/Report no.: | Lecture notes in computer science, 3421 |
ISBN: | 3540253386 |
ISSN: | 0302-9743 |
Conference Name: | International Conference on Networking (4th : 2005 : Réunion) |
Statement of Responsibility: | Zonghua Zhang and Hong Shen |
Abstract: | To achieve broader detection coverage with fewer false alarms, a POMDP-based anomaly detection model combining several sate-of-the-art host-based anomaly detectors is proposed in this paper. An optimal combinatorial manner is expected to be discovered through a policy-gradient reinforcement learning algorithm, based on the independent actions of those detectors, and the behavior of the proposed model can be adjusted through a global reward signal to adapt to various system situations. A primarily experiment with some comparative studies are carried out to validate its performance. |
Description: | The original publication is available at www.springerlink.com |
DOI: | 10.1007/b107118 |
Published version: | http://www.springerlink.com/content/grcuex414baclbvl/ |
Appears in Collections: | Aurora harvest Computer Science publications |
Files in This Item:
There are no files associated with this item.
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.