{"id":235631,"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00235631","sets":["6504:11678:11698"]},"path":["11698"],"owner":"44499","recid":"235631","title":["準同型暗号を用いた畳み込みニューラルネットワークの並列処理"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-03-01"},"_buckets":{"deposit":"be1f78f3-933a-463a-8662-bd9b3876536e"},"_deposit":{"id":"235631","pid":{"type":"depid","value":"235631","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"準同型暗号を用いた畳み込みニューラルネットワークの並列処理","author_link":["643920","643919"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"準同型暗号を用いた畳み込みニューラルネットワークの並列処理"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"コンピュータシステム","subitem_subject_scheme":"Other"}]},"item_type_id":"22","publish_date":"2024-03-01","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_22_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"明大"},{"subitem_text_value":"明大"}]},"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/235631/files/IPSJ-Z86-2J-03.pdf","label":"IPSJ-Z86-2J-03.pdf"},"date":[{"dateType":"Available","dateValue":"2024-07-03"}],"format":"application/pdf","filename":"IPSJ-Z86-2J-03.pdf","filesize":[{"value":"118.9 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"02c26b1e-0901-4387-ad59-2a9c62f4ce04","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"光永, 茉弥"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"吉田, 明正"}],"nameIdentifiers":[{}]}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_5794","resourcetype":"conference paper"}]},"item_22_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00349328","subitem_source_identifier_type":"NCID"}]},"item_22_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"近年，クラウドサーバで機械学習モデルの学習・推論が広く行われているが，機密データを取り扱う場合，プライバシーや情報漏洩の観点から，準同型暗号を用いた推論が期待されている．本稿では，畳み込みニューラルネットワークの推論処理において，Microsoft SEALライブラリによる準同型暗号をC++で実装し，そのコードにループ並列化を適用した．性能評価においては，MNISTのデータセットを使用して学習したモデルを対象に，準同型暗号を伴う推論処理を並列実行する．Intel Xeonサーバ上で行った評価の結果，準同型暗号を用いた畳み込みニューラルネットワークの推論時間は，ループ並列処理により短縮されており，提案手法の有効性が確認された．","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"40","bibliographic_titles":[{"bibliographic_title":"第86回全国大会講演論文集"}],"bibliographicPageStart":"39","bibliographicIssueDates":{"bibliographicIssueDate":"2024-03-01","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2024"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"updated":"2025-01-19T09:35:00.122805+00:00","created":"2025-01-19T01:37:12.904092+00:00","links":{}}