Presentation | 2019-07-22 Modeling of Cyber Attack Based on POMDP Kazuma Igami, Hirofumi Yamaki, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | APTs(Advanced Persistent Threats), which are a type of cyber-attack, are a major threat to information systems because they are targeted at individuals or organizations and performed using advanced technology. Human attackers send malware to a target using a clever technique and communicate with malware via C&C server to attack a target. A scenario is considered in which APT is automated such that malware autonomously determines and executes actions without communicating instructions from human attackers, by incorporating AI into malware. It is possible to generate cyber attack plan automatically by modeling APT based on POMDP. Therefore, it is necessary to consider effective countermeasure against automated attacks. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | cyber-attack / APT / POMDP / cyber security / attack automation |
Paper # | AI2019-15 |
Date of Issue | 2019-07-15 (AI) |
Conference Information | |
Committee | AI |
---|---|
Conference Date | 2019/7/22(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Naoki Fukuta(Shizuoka Univ.) |
Vice Chair | Yuichi Sei(Univ. of Electro-Comm.) / Yuko Sakurai(AIST) |
Secretary | Yuichi Sei(Osaka Univ.) / Yuko Sakurai(Tokyo Univ. of Agriculture and Technology) |
Assistant |
Paper Information | |
Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Modeling of Cyber Attack Based on POMDP |
Sub Title (in English) | |
Keyword(1) | cyber-attack |
Keyword(2) | APT |
Keyword(3) | POMDP |
Keyword(4) | cyber security |
Keyword(5) | attack automation |
1st Author's Name | Kazuma Igami |
1st Author's Affiliation | Tokyo Denki University(Tokyo Denki Univ.) |
2nd Author's Name | Hirofumi Yamaki |
2nd Author's Affiliation | Tokyo Denki University(Tokyo Denki Univ.) |
Date | 2019-07-22 |
Paper # | AI2019-15 |
Volume (vol) | vol.119 |
Number (no) | AI-139 |
Page | pp.pp.77-82(AI), |
#Pages | 6 |
Date of Issue | 2019-07-15 (AI) |