{"id":213369,"updated":"2025-01-19T17:11:07.198176+00:00","links":{},"created":"2025-01-19T01:14:15.116933+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00213369","sets":["6164:6165:7006:10727"]},"path":["10727"],"owner":"44499","recid":"213369","title":["ウェアラブル心拍センサによるワーク・エンゲイジメントの推定"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-10-18"},"_buckets":{"deposit":"9d52337a-f039-47c8-9d9b-7263dc03349d"},"_deposit":{"id":"213369","pid":{"type":"depid","value":"213369","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"ウェアラブル心拍センサによるワーク・エンゲイジメントの推定","author_link":["545848","545846","545847","545849"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"ウェアラブル心拍センサによるワーク・エンゲイジメントの推定"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"ウェアラブルデバイス，ワーク・エンゲイジメント，心拍，機械学習","subitem_subject_scheme":"Other"}]},"item_type_id":"18","publish_date":"2021-10-18","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_18_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"九州大学大学院システム情報科学府"},{"subitem_text_value":"九州大学大学院システム情報科学府"},{"subitem_text_value":"公立はこだて未来大学システム情報科学部"},{"subitem_text_value":"九州大学大学院システム情報科学府"}]},"item_18_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Faculty of Information Science and Electrical Engineering, Kyushu University","subitem_text_language":"en"},{"subitem_text_value":"Faculty of Information Science and Electrical Engineering, Kyushu University","subitem_text_language":"en"},{"subitem_text_value":"School of Systems Information Science, Future University","subitem_text_language":"en"},{"subitem_text_value":"Faculty of Information Science and Electrical Engineering, Kyushu University","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/213369/files/IPSJ-DPSWS2021016.pdf","label":"IPSJ-DPSWS2021016.pdf"},"date":[{"dateType":"Available","dateValue":"2023-10-18"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-DPSWS2021016.pdf","filesize":[{"value":"1.5 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":"34"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"81a0d9ae-5f7c-47ca-aae6-f52c16dbb17c","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2021 by the Information Processing Society of Japan"}]},"item_18_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"原嶋, 春輝"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"荒川, 豊"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"石田, 繁巳"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"中村, 優吾"}],"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_18_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本研究は，ウェアラブルデバイスから得られるオフィスワーカーの日々の生体・活動状態からワーク・エンゲイジメント (WE：Work Engagement) を把握し，個人に適したサポートをすることを目的としている．本稿では，日本の一般企業 5 社に勤める 60 名のオフィスワーカーを対象に，ウェアラブルデバイスから 2-3 週間収集された日常的な心拍数データを使用した．また Utrecht Work Engagement Scale (UWES) と呼ばれる質問票を使用し，日々の WE スコアを計測した．これらのデータを用いて，機械学習手法による 2 種類の分析を行った．WE スコアの高低 2 群を対象とする，WE スコアの二値レベル推定では，Leave One Person Out 交差検証の結果，F1 値は 0.522 であった．一方，個人内の WE スコアにおける前日からの相対的変化を対象とする WE スコアの変動推定では，Leave One Person Out 交差検証の結果，F1 値は 0.663 であった．","subitem_description_type":"Other"}]},"item_18_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"122","bibliographic_titles":[{"bibliographic_title":"第29回マルチメディア通信と分散処理ワークショップ論文集"}],"bibliographicPageStart":"115","bibliographicIssueDates":{"bibliographicIssueDate":"2021-10-18","bibliographicIssueDateType":"Issued"}}]},"relation_version_is_last":true,"weko_creator_id":"44499"}}