{"created":"2025-01-19T00:53:56.636997+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00187258","sets":["6164:6165:6462:9463"]},"path":["9463"],"owner":"11","recid":"187258","title":["Binarized Neural Networksを用いた秘匿予測プロトコル"],"pubdate":{"attribute_name":"公開日","attribute_value":"2017-10-16"},"_buckets":{"deposit":"c80dbd35-5aee-42c7-944b-e80a2fc42c62"},"_deposit":{"id":"187258","pid":{"type":"depid","value":"187258","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"Binarized Neural Networksを用いた秘匿予測プロトコル","author_link":["422956","422951","422947","422960","422953","422950","422945","422952","422944","422958","422955","422954","422959","422957","422948","422943","422946","422949"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Binarized Neural Networksを用いた秘匿予測プロトコル"},{"subitem_title":"Private Machine Learning Classification Based on Binarized Neural 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Institute","subitem_text_language":"en"},{"subitem_text_value":"National Institute of Advance Industrial Science and Technology, Information Technology Research Institute","subitem_text_language":"en"}]},"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/187258/files/IPSJCSS2017083.pdf","label":"IPSJCSS2017083.pdf"},"date":[{"dateType":"Available","dateValue":"2017-10-16"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJCSS2017083.pdf","filesize":[{"value":"941.0 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翔太"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"アッタラパドゥン, ナッタポン"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"照屋, 唯紀"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"松田, 隆宏"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"花岡, 悟一郎"}],"nameIdentifiers":[{}]}]},"item_18_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Naohisa, Nishida","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tatsumi, Oba","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Ryo, Kato","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yuji, Unagami","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Shota, Yamada","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Nuttapong, Attrapadung","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tadanori, Teruya","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takahiro, Matsuda","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Goichiro, Hanaoka","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_18_relation_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_relation_type_id":{"subitem_relation_type_select":"NCID","subitem_relation_type_id_text":"ISSN　1882-0840"}}]},"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_18_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"ユーザのプライバシ情報を秘匿したまま，ニューラルネットワークのデータ処理を行う技術（Secure Neural Network, SNN）が研究されている．SNN では暗号化したまま大量の数値計算を行うため，計算量が膨大となることが知られている．そこで本研究では，SNN の予測処理に関する計算量を削減するため新たな手法を提案する．提案手法では，ニューラルネットワークにBinarized Neural Networks を用いることで，SNN の秘匿対象を短いビット長で表現し，計算量を削減することが可能である．本提案では，高い予測精度を達成可能であり，安全で効率的なSNN の実現が見込まれる．","subitem_description_type":"Other"}]},"item_18_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographic_titles":[{"bibliographic_title":"コンピュータセキュリティシンポジウム2017論文集"}],"bibliographicIssueDates":{"bibliographicIssueDate":"2017-10-16","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicVolumeNumber":"2017"}]},"relation_version_is_last":true,"weko_creator_id":"11"},"id":187258,"updated":"2025-01-20T02:19:37.184793+00:00","links":{}}