Presentation 2021-03-05
Information retrieval for security reports using behavior of cyber attacker
Yuki Kawaguchi, Mayo Yamasaki,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) Cyber security incident responders require related information about related incidents for the quick and comprehensiveinvestigation. Security reports, published by security vendors and researchers, are the intelligence source that fulfillsthe requirements. However, responders cannot utilize reports effectively because it is difficult to retrieve reports using onlyinformation observed in incident response. For resolving this problem, we proposed the system that can use adversaries’sbehaviors in natural language as search query. In this paper, we propose a weak supervision method, that focuses on semanticsimilarity, and a model architecture that integrate multiple queries. Our proposals improved the coverage of search results formultiple queries than traditional weak supervisions.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) information retrieval / threat intelligence / weak supervision / ATT&CK
Paper # IT2020-154,ISEC2020-84,WBS2020-73
Date of Issue 2021-02-25 (IT, ISEC, WBS)

Conference Information
Committee WBS / IT / ISEC
Conference Date 2021/3/4(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Online
Topics (in Japanese) (See Japanese page)
Topics (in English) Joint Meeting of WBS, IT, and ISEC
Chair Masanori Hamamura(Kochi Univ. of Tech.) / Tadashi Wadayama(Nagoya Inst. of Tech.) / Shoichi Hirose(Univ. of Fukui)
Vice Chair Takashi Shono(INTEL) / Masahiro Fujii(Utsunomiya Univ.) / Tetsuya Kojima(Tokyo Kosen) / Tetsuya Izu(Fujitsu Labs.) / Noboru Kunihiro(Tsukuba Univ.)
Secretary Takashi Shono(Okayama Univ. of Science) / Masahiro Fujii(National Defence Academy) / Tetsuya Kojima(Yamaguchi Univ.) / Tetsuya Izu(Saga Univ.) / Noboru Kunihiro(Tsukuba Univ.)
Assistant Duong Quang Thang(NAIST) / Masafumi Moriyama(NICT) / Masayuki Kinoshita(Chiba Univ. of Tech.) / Takahiro Ohta(Senshu Univ.) / Kazuki Yoneyama(Ibaraki Univ.)

Paper Information
Registration To Technical Committee on Wideband System / Technical Committee on Information Theory / Technical Committee on Information Security
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Information retrieval for security reports using behavior of cyber attacker
Sub Title (in English)
Keyword(1) information retrieval
Keyword(2) threat intelligence
Keyword(3) weak supervision
Keyword(4) ATT&CK
1st Author's Name Yuki Kawaguchi
1st Author's Affiliation NTT Secure Platform Labratory(NTT)
2nd Author's Name Mayo Yamasaki
2nd Author's Affiliation NTT Secure Platform Labratory(NTT)
Date 2021-03-05
Paper # IT2020-154,ISEC2020-84,WBS2020-73
Volume (vol) vol.120
Number (no) IT-410,ISEC-411,WBS-412
Page pp.pp.257-264(IT), pp.257-264(ISEC), pp.257-264(WBS),
#Pages 8
Date of Issue 2021-02-25 (IT, ISEC, WBS)