{"id":237290,"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00237290","sets":["1164:3925:11477:11663"]},"path":["11663"],"owner":"44499","recid":"237290","title":["並列処理を用いたハイパーパラメーターチューニングによるマルウェア検出の高精度化"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-07-15"},"_buckets":{"deposit":"d90c1a8b-63c7-4103-a4de-5b1f6b90fa67"},"_deposit":{"id":"237290","pid":{"type":"depid","value":"237290","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"並列処理を用いたハイパーパラメーターチューニングによるマルウェア検出の高精度化","author_link":["649454","649453"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"並列処理を用いたハイパーパラメーターチューニングによるマルウェア検出の高精度化"},{"subitem_title":"Hyperparameter Tuning by Parallel Processing for Higher Accuracy in Malware Detection","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"CSEC","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2024-07-15","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京都市大学"},{"subitem_text_value":"東京都市大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Tokyo City University","subitem_text_language":"en"},{"subitem_text_value":"Tokyo City University","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"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/237290/files/IPSJ-CSEC24106084.pdf","label":"IPSJ-CSEC24106084.pdf"},"date":[{"dateType":"Available","dateValue":"2026-07-15"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-CSEC24106084.pdf","filesize":[{"value":"325.5 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"30"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"ff54641f-1da3-4608-8e95-03caf076c2f1","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"寒川, 楽人"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"増田, 聡"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11235941","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8655","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"従来のマルウェア検出の手法では，実行コードに対するパターンマッチングが用いられる事が多い．近年，機械学習を用いたマルウェア検出も活発に行われている．しかしながら，限られた時間内に機械学習を用いたマルウェア検出モデルを高精度化することは困難という課題がある．本研究では，機械学習を用いたマルウェア検出モデル作成に対して並列処理によるハイパーパラメーターの最適化を行い，効率的に未知のマルウェア検出の高精度化を図った．実験において，提案手法を Windows マルウェアおよび Android マルウェアの検出に適用し有効性を確認した．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告コンピュータセキュリティ（CSEC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-07-15","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"84","bibliographicVolumeNumber":"2024-CSEC-106"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"updated":"2025-01-19T08:55:51.818862+00:00","created":"2025-01-19T01:39:50.314770+00:00","links":{}}