{"created":"2022-06-15T04:51:48.313509+00:00","id":2000240,"links":{},"metadata":{"_buckets":{"deposit":"af2add9c-d2e6-4d1d-b327-43cd4c4dfb4b"},"_deposit":{"created_by":15,"id":"2000240","owner":"15","owners":[15],"owners_ext":{"displayname":"北見工業大学学術機関リポジトリ（KIT-R）","username":"kitir"},"pid":{"revision_id":0,"type":"depid","value":"2000240"},"status":"published"},"_oai":{"id":"oai:kitami-it.repo.nii.ac.jp:02000240","sets":["1:87"]},"author_link":[],"control_number":"2000240","item_1646810750418":{"attribute_name":"出版タイプ","attribute_value_mlt":[{"subitem_version_resource":"http://purl.org/coar/version/c_970fb48d4fbd8a85","subitem_version_type":"VoR"}]},"item_3_alternative_title_198":{"attribute_name":"その他のタイトル","attribute_value_mlt":[{"subitem_alternative_title":"RESEARCH TRENDS IN MACHINE LEARNING FROM THE PERSPECTIVE OF DISASTER PREVENTION APPLICATIONS","subitem_alternative_title_language":"en"}]},"item_3_biblio_info_186":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2020-11","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"J1","bibliographicPageEnd":"251","bibliographicPageStart":"242","bibliographicVolumeNumber":"1","bibliographic_titles":[{"bibliographic_title":"AI・データサイエンス論文集","bibliographic_titleLang":"ja"}]}]},"item_3_description_184":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"深層学習に代表される機械学習の手法は近年に大きな性能の発展を遂げており，防災上の各種タスクへの応\n用も期待されている．一方で，データ数の本質的な不足やタスク処理過程の説明性・解釈性など，防災上の意\n思決定に用いる上で計算モデルに対処が求められる課題は多い．本稿では，機械学習モデルにおける研究動向\nからこの2 点へ個別に対処するための方法論，およびそれら2 点の課題に同時に対処する数理モデルとデータ\n駆動モデルを統合したアプローチについて，それぞれの考え方や具体的な手法，応用事例を調査する","subitem_description_language":"ja","subitem_description_type":"Abstract"}]},"item_3_publisher_212":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"土木学会","subitem_publisher_language":"ja"}]},"item_3_relation_191":{"attribute_name":"DOI","attribute_value_mlt":[{"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.11532/jsceiii.1.J1_242","subitem_relation_type_select":"DOI"}}]},"item_3_select_195":{"attribute_name":"著者版フラグ","attribute_value_mlt":[{"subitem_select_item":"publisher","subitem_select_language":"en"}]},"item_3_source_id_187":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2435-9262","subitem_source_identifier_type":"EISSN"}]},"item_access_right":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"open access","subitem_access_right_uri":"http://purl.org/coar/access_right/c_abf2"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"宮本　崇","creatorNameLang":"ja"}]},{"creatorNames":[{"creatorName":"浅川　匡","creatorNameLang":"ja"}]},{"creatorNames":[{"creatorName":"久保　久彦","creatorNameLang":"ja"}]},{"creatorNames":[{"creatorName":"野村　泰稔","creatorNameLang":"ja"}]},{"creatorNames":[{"creatorName":"宮森　保紀","creatorNameLang":"ja"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2022-06-15"}],"filename":"1_242(1).pdf","filesize":[{"value":"640 KB"}],"format":"application/pdf","mimetype":"application/pdf","url":{"url":"https://kitami-it.repo.nii.ac.jp/record/2000240/files/1_242(1).pdf"},"version_id":"b7a73b3c-e2dd-4b79-948c-bb37ef908dba"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"深層学習","subitem_subject_language":"ja","subitem_subject_scheme":"Other"},{"subitem_subject":"防災応用","subitem_subject_language":"ja","subitem_subject_scheme":"Other"},{"subitem_subject":"データ不均衡","subitem_subject_language":"ja","subitem_subject_scheme":"Other"},{"subitem_subject":"解釈性","subitem_subject_language":"ja","subitem_subject_scheme":"Other"},{"subitem_subject":"数理モデルとの統合","subitem_subject_language":"ja","subitem_subject_scheme":"Other"}]},"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":"journal article","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_title":"防災応用の観点からの機械学習の研究動向","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"防災応用の観点からの機械学習の研究動向","subitem_title_language":"ja"}]},"item_type_id":"3","owner":"15","path":["87"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2022-06-15"},"publish_date":"2022-06-15","publish_status":"0","recid":"2000240","relation_version_is_last":true,"title":["防災応用の観点からの機械学習の研究動向"],"weko_creator_id":"15","weko_shared_id":3},"updated":"2022-12-13T02:20:24.511487+00:00"}