{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00240714","sets":["581:11492:11504"]},"path":["11504"],"owner":"44499","recid":"240714","title":["マルチタスク学習による表層情報を軸としたマルウェアの系統樹の作成手法の提案"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-11-15"},"_buckets":{"deposit":"176df418-bf9d-4ee4-8688-91dd1a3973eb"},"_deposit":{"id":"240714","pid":{"type":"depid","value":"240714","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"マルチタスク学習による表層情報を軸としたマルウェアの系統樹の作成手法の提案","author_link":["660850","660844","660843","660848","660851","660852","660849","660846","660845","660847"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"マルチタスク学習による表層情報を軸としたマルウェアの系統樹の作成手法の提案"},{"subitem_title":"Malware Lineage Based on Surface Information Using Multi-task Learning","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"[一般論文（推薦論文，特選論文）] 表層情報，マルウェア解析，マルチタスク学習，系統樹","subitem_subject_scheme":"Other"}]},"item_type_id":"2","publish_date":"2024-11-15","item_2_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"電気通信大学"},{"subitem_text_value":"株式会社FFRIセキュリティ"},{"subitem_text_value":"株式会社FFRIセキュリティ"},{"subitem_text_value":"株式会社FFRIセキュリティ"},{"subitem_text_value":"電気通信大学"}]},"item_2_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"The University of Electro-Communications","subitem_text_language":"en"},{"subitem_text_value":"FFRI Security, Inc.","subitem_text_language":"en"},{"subitem_text_value":"FFRI Security, Inc.","subitem_text_language":"en"},{"subitem_text_value":"FFRI Security, Inc.","subitem_text_language":"en"},{"subitem_text_value":"The University of Electro-Communications","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/240714/files/IPSJ-JNL6511006.pdf","label":"IPSJ-JNL6511006.pdf"},"date":[{"dateType":"Available","dateValue":"2026-11-15"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-JNL6511006.pdf","filesize":[{"value":"10.1 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"8"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"bc75b92b-16ba-48a5-a9c5-7355497a42d8","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_2_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"池澤, 隆人"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"中川, 恒"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"茂木, 裕貴"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"押場, 博光"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"市野, 将嗣"}],"nameIdentifiers":[{}]}]},"item_2_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Takato, Ikezawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Ko, Nakagawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yuki, Mogi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Hiromitsu, Oshiba","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masatsugu, Ichino","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_2_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00116647","subitem_source_identifier_type":"NCID"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_6501","resourcetype":"journal article"}]},"item_2_publisher_15":{"attribute_name":"公開者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"item_2_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"1882-7764","subitem_source_identifier_type":"ISSN"}]},"item_2_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"マルウェアの増加にともない，それらの解析補助の必要性が増している．そこでマルウェアの解析補助を目的とした，系統樹の作成手法（FILTER-M）を提案する．本研究では，表層情報からMITRE ATT&CKのTTPと対応付けた特徴量空間を作成し，その空間において系統樹を作成する．この系統樹により，解析の初期に有用な，機能的な解釈性をともなった検体集合全体の情報および検体間の情報を得ることができる．特徴量空間は深層学習とマルチタスク学習を用いて作成し，系統樹はHDBSCANによるデンドログラムから作成する．分析の結果，目的とした系統樹を作成でき，解析に役立つ系統樹であることが確認できた．","subitem_description_type":"Other"}]},"item_2_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"With the increase in malware, there is a growing need for assistance in analysis. This paper proposes a method (FILTER-M) for creating lineages to assist in malware analysis. In this study, we create a feature space based on surface information representing the MITRE ATT&CK's TTPs and create lineages in that space. These lineages provides information from all samples, between samples, and their functional interpretability from early stage of the analysis. The feature space is created using deep learning and multi-task learning, and the lineages are constructed from a dendrogram using HDBSCAN. As a result of the analysis, the lineages was successfully created, confirming the feasibility of creating useful lineages for analysis.","subitem_description_type":"Other"}]},"item_2_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"1603","bibliographic_titles":[{"bibliographic_title":"情報処理学会論文誌"}],"bibliographicPageStart":"1586","bibliographicIssueDates":{"bibliographicIssueDate":"2024-11-15","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"11","bibliographicVolumeNumber":"65"}]},"relation_version_is_last":true,"item_2_identifier_registration":{"attribute_name":"ID登録","attribute_value_mlt":[{"subitem_identifier_reg_text":"10.20729/00240594","subitem_identifier_reg_type":"JaLC"}]},"weko_creator_id":"44499"},"updated":"2025-01-19T07:52:42.767577+00:00","created":"2025-01-19T01:45:03.465044+00:00","links":{},"id":240714}