| Presentation | 2017-06-19 An Implementation Method of Reconfigurable Network Intrusion Detection Systems Based on Random Forests Binbin Xue, Shinobu Nagayama, Masato Inagi, Shin'ichi Wakabayashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose an implementation method of reconfigurable network intrusion detection system based on random forest. Ourtarget NIDSs are based on random forests, and detect suspicious packets by checking incoming packetsagainst statistical data of past intrusions using random forests. Since the statistical data is updatedfrequently, a programmable architecture is required. In our proposal, random forests are converted intoVEVBDDs, and they are implemented by a memory-based architecture. The proposed programmable architecture can update the data quickly by just rewriting contents of memories. FPGA implementation results show that the proposed architecture requires upto about 38% smaller memory size and 36% shorterdelay time, compared to the straightforward implementation of random forests. Compared to a softwareimplementation, the proposed architecture achieves upto 25 times higher throughput. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Random Forests / Reconfigurable / Network Intrusion Detection |
| Paper # | CAS2017-7,VLD2017-10,SIP2017-31,MSS2017-7 |
| Date of Issue | 2017-06-12 (CAS, VLD, SIP, MSS) |
| Conference Information | |
| Committee | SIP / CAS / MSS / VLD |
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| Conference Date | 2017/6/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Niigata University, Ikarashi Campus |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Masahiro Okuda(Univ. of Kitakyushu) / Mitsuru Hiraki(Renesas) / Morikazu Nakamura(Univ. of Ryukyus) / Hiroyuki Ochi(Ritsumeikan Univ.) |
| Vice Chair | Shogo Muramatsu(Niigata Univ.) / Naoyuki Aikawa(TUS) / Hideaki Okazaki(Shonan Inst. of Tech.) / Shigemasa Takai(Osaka Univ.) / Noriyuki Minegishi(Mitsubishi Electric) |
| Secretary | Shogo Muramatsu(Chiba Inst. of Tech.) / Naoyuki Aikawa(Takushoku Univ.) / Hideaki Okazaki(Renesas) / Shigemasa Takai(Shonan Inst. of Tech.) / Noriyuki Minegishi(Toshiba) |
| Assistant | Masayoshi Nakamoto(Hiroshima Univ.ひろ) / Yohei Nakamura(Hitachi) / Hideki Kinjo(Okinawa Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Signal Processing / Technical Committee on Circuits and Systems / Technical Committee on Mathematical Systems Science and its applications / Technical Committee on VLSI Design Technologies |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Implementation Method of Reconfigurable Network Intrusion Detection Systems Based on Random Forests |
| Sub Title (in English) | |
| Keyword(1) | Random Forests |
| Keyword(2) | Reconfigurable |
| Keyword(3) | Network Intrusion Detection |
| 1st Author's Name | Binbin Xue |
| 1st Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
| 2nd Author's Name | Shinobu Nagayama |
| 2nd Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
| 3rd Author's Name | Masato Inagi |
| 3rd Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
| 4th Author's Name | Shin'ichi Wakabayashi |
| 4th Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
| Date | 2017-06-19 |
| Paper # | CAS2017-7,VLD2017-10,SIP2017-31,MSS2017-7 |
| Volume (vol) | vol.117 |
| Number (no) | CAS-96,VLD-97,SIP-98,MSS-99 |
| Page | pp.pp.37-42(CAS), pp.37-42(VLD), pp.37-42(SIP), pp.37-42(MSS), |
| #Pages | 6 |
| Date of Issue | 2017-06-12 (CAS, VLD, SIP, MSS) |