| Presentation | 2003/1/31 A Security System for Anomaly Detection using Probabilistic Reasoning Sachio TOISHIGAWA, Laurence ANTHONY, George V. LASHKIA, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | There are currently many kinds of security software. However, there are still few systems that can detect unauthorized actions by valid account holders or by camouflage. In this paper, we propose a new security system that can identify such actions by applying a novel variation of the Naive Bayes machine learning algorithm to anomaly detection. In order to classify a user's behavior, the system uses a set of command operations of a target user to construct a profile of the users 'normal' operations. Subsequent profiles of the same or a different user's operations are then compared and classified accordingly. Results from applying the system to user distinction and anomaly detection demonstrate that it can be an effective and practical approach in real-world contexts. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Security / Network / Data Mining |
| Paper # | IN2002-201,IA2002-57 |
| Date of Issue |
| Conference Information | |
| Committee | IA |
|---|---|
| Conference Date | 2003/1/31(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Internet Architecture(IA) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Security System for Anomaly Detection using Probabilistic Reasoning |
| Sub Title (in English) | |
| Keyword(1) | Security |
| Keyword(2) | Network |
| Keyword(3) | Data Mining |
| 1st Author's Name | Sachio TOISHIGAWA |
| 1st Author's Affiliation | Graduate School of Okayama University of Science,Okayama University of Science() |
| 2nd Author's Name | Laurence ANTHONY |
| 2nd Author's Affiliation | Okayama University of Science |
| 3rd Author's Name | George V. LASHKIA |
| 3rd Author's Affiliation | Okayama University of Science |
| Date | 2003/1/31 |
| Paper # | IN2002-201,IA2002-57 |
| Volume (vol) | vol.102 |
| Number (no) | 636 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |