{"created":"2023-06-20T13:10:19.550542+00:00","id":1144,"links":{},"metadata":{"_buckets":{"deposit":"5a9dbf79-f055-4045-948c-68624e442440"},"_deposit":{"created_by":3,"id":"1144","owners":[3],"pid":{"revision_id":0,"type":"depid","value":"1144"},"status":"published"},"_oai":{"id":"oai:kobe-tokiwa.repo.nii.ac.jp:00001144","sets":["6:77"]},"author_link":["7009","6035","6042","6026","6025","7202","7197","7200","7196","6021","7201","7198","6027","7199"],"item_10002_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2021-03-31","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"14","bibliographicPageEnd":"29","bibliographicPageStart":"22","bibliographic_titles":[{"bibliographic_title":"神戸常盤大学紀要"},{"bibliographic_title":"Bulletin of Kobe Tokiwa University","bibliographic_titleLang":"en"}]}]},"item_10002_description_25":{"attribute_name":"抄録（英）","attribute_value_mlt":[{"subitem_description":"In institutional research (IR) for education, the decision-making support based on the analysis and visualization by the explanation model was the main function in the past. However, the importance of various predictions based on predictive models is currently increasing in IR for education. Therefore, this paper examined the significance and possibility of artificial intelligence/machine learning (AI/ML) in IR for education using our experience as subjects. Our experience reveals that using AI/ML can predict dropouts and academic progress in university and college. Thus, it is suggested that using students' educational data, AI/ML could make various predictions in higher education that were not possible earlier, leading to dramatic progress in Japan's IR for education."}]},"item_10002_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"教学IRにおいては、従来は説明モデルによる解析や可視化にもとづく意思決定支援が主要な機能であったが、近年では予測モデルにもとづく種々の予測に関してその重要性が高まっているといわれている。そこで本稿では、教学IRにおける機械学習の意義と可能性について、われわれの経験を題材として検討した。われわれの経験では、機械学習を用いることで、大学における中途退学や学力進捗を予測できる可能性があることが明らかになっている。このことから、いわゆる教学データを用いた機械学習により、今までなし得なかった教学上の種々の予測が可能となり、今後のわが国の教学IRが飛躍的に進展する可能性が示唆された。"}]},"item_10002_identifier_registration":{"attribute_name":"ID登録","attribute_value_mlt":[{"subitem_identifier_reg_text":"10.20608/00001134","subitem_identifier_reg_type":"JaLC"}]},"item_10002_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"神戸常盤大学・神戸常盤大学短期大学部"}]},"item_10002_source_id_9":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"18845487","subitem_source_identifier_type":"ISSN"}]},"item_10002_version_type_20":{"attribute_name":"著者版フラグ","attribute_value_mlt":[{"subitem_version_type":"VoR"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"高松, 邦彦"},{"creatorName":"タカマツ, クニヒコ","creatorNameLang":"ja-Kana"}],"nameIdentifiers":[{},{}]},{"creatorNames":[{"creatorName":"村上, 勝彦"},{"creatorName":"ムラカミ, カツヒコ","creatorNameLang":"ja-Kana"}],"nameIdentifiers":[{},{}]},{"creatorNames":[{"creatorName":"伴仲, 謙欣"},{"creatorName":"バンナカ, ケンヤ","creatorNameLang":"ja-Kana"}],"nameIdentifiers":[{},{}]},{"creatorNames":[{"creatorName":"野田, 育宏"},{"creatorName":"ノダ, イクヒロ","creatorNameLang":"ja-Kana"}],"nameIdentifiers":[{},{}]},{"creatorNames":[{"creatorName":"光成, 研一郎"},{"creatorName":"ミツナリ, ケンイチロウ","creatorNameLang":"ja-Kana"}],"nameIdentifiers":[{},{}]},{"creatorNames":[{"creatorName":"大森, 雅人"},{"creatorName":"オオモリ, マサト","creatorNameLang":"ja-Kana"}],"nameIdentifiers":[{},{}]},{"creatorNames":[{"creatorName":"中田, 康夫"},{"creatorName":"ナカタ, ヤスオ","creatorNameLang":"ja-Kana"}],"nameIdentifiers":[{},{}]},{"creatorNames":[{"creatorName":"TAKAMATSU, Kunihiko","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"MURAKAMI, Katsuhiko","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"BANNAKA, Kenya","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"NODA, Ikuhiro","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"MITSUNARI, Kenichiro","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"OMORI, Masato","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"NAKATA, Yasuo","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_date","date":[{"dateType":"Available","dateValue":"2021-03-29"}],"displaytype":"detail","filename":"Bulletin14_06.pdf","filesize":[{"value":"493.6 kB"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"label":"Bulletin14_06.pdf","url":"https://kobe-tokiwa.repo.nii.ac.jp/record/1144/files/Bulletin14_06.pdf"},"version_id":"5e249f6d-bb0c-460f-a710-8892d5890443"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"教学IR"},{"subitem_subject":"機械学習"},{"subitem_subject":"予測モデル"},{"subitem_subject":"説明モデル"},{"subitem_subject":"Artificial intelligence/machine learning"},{"subitem_subject":"institutional research for education"},{"subitem_subject":"predictive model"},{"subitem_subject":"explanatory model"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"departmental bulletin paper"}]},"item_title":"教学IRにおける機械学習の意義と可能性","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"教学IRにおける機械学習の意義と可能性"},{"subitem_title":"Significance and possibility of artificial intelligence in institutional research for education","subitem_title_language":"en"}]},"item_type_id":"10002","owner":"3","path":["77"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-03-31"},"publish_date":"2021-03-31","publish_status":"0","recid":"1144","relation_version_is_last":true,"title":["教学IRにおける機械学習の意義と可能性"],"weko_creator_id":"3","weko_shared_id":3},"updated":"2023-06-20T13:15:48.358426+00:00"}