{"created":"2025-01-19T00:22:25.166614+00:00","updated":"2025-01-19T16:43:39.558691+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00147202","sets":["6394:8432:8433"]},"path":["8433"],"owner":"13","recid":"147202","title":["オフィスワーカのストレス量とPC操作ログ特徴量の重回帰分析─PC操作ログ分析サービスの応用に向けて─"],"pubdate":{"attribute_name":"公開日","attribute_value":"2016-01-15"},"_buckets":{"deposit":"84dc12e8-b570-4d0e-8b63-69a55dd7e49e"},"_deposit":{"id":"147202","pid":{"type":"depid","value":"147202","revision_id":0},"owners":[13],"status":"published","created_by":13},"item_title":"オフィスワーカのストレス量とPC操作ログ特徴量の重回帰分析─PC操作ログ分析サービスの応用に向けて─","author_link":["233027","233030","233029","233028"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"オフィスワーカのストレス量とPC操作ログ特徴量の重回帰分析─PC操作ログ分析サービスの応用に向けて─"}]},"item_type_id":"21","publish_date":"2016-01-15","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_21_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"(株)日立製作所"}]},"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/147202/files/IPSJ-DP0701014.pdf","label":"IPSJ-DP0701014.pdf"},"date":[{"dateType":"Available","dateValue":"2021-12-07"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-DP0701014.pdf","filesize":[{"value":"1.3 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"5"},{"tax":["include_tax"],"price":"0","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"ee02e34a-61eb-40b7-99f0-a52d5d8a0628","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2015 by the Information Processing Society of Japan"}]},"item_21_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"鳥羽, 美奈子"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"櫻井, 隆雄"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"森, 靖英"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"恵木, 正史"}],"nameIdentifiers":[{}]}]},"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_21_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA1245124X","subitem_source_identifier_type":"NCID"}]},"item_21_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-4390","subitem_source_identifier_type":"ISSN"}]},"item_21_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"知的作業に従事するオフィスワーカの生産性向上が注目を集める昨今,オフィスワーカを対象としたライフログ研究が盛んである.一方,オフィスワーカの業務状況とストレスの関係もまた,社会的に注目を集めている.ストレスは生産性に高い影響を与えると考えられるにもかかわらず,業務を中断させずにストレスを評価することはこれまで困難だった.本研究では,ストレス量を示す既知指標である被験者の生理量(唾液アミラーゼ分泌量)を目的変数,PC 操作ログの特徴量を説明変数として重回帰分析を実施し,ストレス量とPC 操作の関係を明らかにする手法を提案する.被験者10人延べ300時間の実業務を対象に実験を行った結果,重相関係数が0.6を上回る被験者が67%となり,ストレス量とPC操作ログ特徴量に関係があることが明らかになった.また被験者ごとに,ストレス量に関係の深いPC操作や,PC 操作がストレス量に反映されやすい時間範囲があることが分かった.これより,オフィスワーカに負担をかけることなくPC操作ログからストレス量を推測するサービスを実現する見通しを得た.","subitem_description_type":"Other"}]},"item_21_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"79","bibliographic_titles":[{"bibliographic_title":"デジタルプラクティス"}],"bibliographicPageStart":"71","bibliographicIssueDates":{"bibliographicIssueDate":"2016-01-15","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"7"}]},"relation_version_is_last":true,"item_21_alternative_title_2":{"attribute_name":"その他タイトル","attribute_value_mlt":[{"subitem_alternative_title":"一般投稿論文"}]},"weko_creator_id":"13"},"id":147202,"links":{}}