{"_buckets": {"deposit": "3bfe546e-fc15-4ea1-8bb0-8bca81ea3a5d"}, "_deposit": {"id": "8677", "owners": [], "pid": {"revision_id": 0, "type": "depid", "value": "8677"}, "status": "published"}, "_oai": {"id": "oai:kitami-it.repo.nii.ac.jp:00008677", "sets": ["86"]}, "author_link": ["273", "90064", "89671", "90070", "90071"], "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_biblio_info_186": {"attribute_name": "書誌情報", "attribute_value_mlt": [{"bibliographicIssueDates": {"bibliographicIssueDate": "2017", "bibliographicIssueDateType": "Issued"}, "bibliographicIssueNumber": "2", "bibliographicPageEnd": "27", "bibliographicPageStart": "21", "bibliographicVolumeNumber": "19", "bibliographic_titles": [{"bibliographic_title": "バイオメディカル・ファジィ・システム学会誌"}]}]}, "item_3_description_184": {"attribute_name": "抄録", "attribute_value_mlt": [{"subitem_description": "ヘルスケア支援に関しては，従来からモデルとしてマルコフ決定過程が採用されている．従来研究では治療方針またはヘルスケアに関するアドバイスが選択され，総コストを最小化するヘルスケア支援方法が提案されている．本研究では治療方針またはアドバイスの選択を実施する前に追加的に検査を選択する．追加の検査の選択によって，患者の未知の健康状態に関する能動学習が可能になる．追加検査の後に検査結果に基づいて治療方針またはヘルスケアに関するアドバイスが選択される．本研究ではヘルスケアにおける総コストをベイズ基準のもとで最小化するヘルスケア支援方法を提案する．提案アルゴリズム中では最適化手法として動的計画法を用いる．", "subitem_description_language": "ja", "subitem_description_type": "Abstract"}, {"subitem_description": "In previous research Markov decision processes are used in order to represent a healthcare support. A treatment or a healthcare advice is selected and the total cost is minimized in the previous research. In this research an additional examination is selected before the selection of treatment or healthcare advice. Active learning for a patient\u0027s unknown health status is done by the selection of additional examination. After the examination a treatment or a healthcare advice is selected depending on the result of the examination. We propose a new healthcare support method which minimizes total cost with reference to a Bayes criterion. In the proposed method dynamic programming is used.", "subitem_description_language": "en", "subitem_description_type": "Abstract"}]}, "item_3_publisher_212": {"attribute_name": "出版者", "attribute_value_mlt": [{"subitem_publisher": "バイオメディカル・ファジィ・システム学会"}]}, "item_3_rights_192": {"attribute_name": "権利", "attribute_value_mlt": [{"subitem_rights": "c 2017 Biomedical Fuzzy Systems Association"}]}, "item_3_select_195": {"attribute_name": "著者版フラグ", "attribute_value_mlt": [{"subitem_select_item": "publisher"}]}, "item_3_source_id_187": {"attribute_name": "ISSN", "attribute_value_mlt": [{"subitem_source_identifier": "2424-2578", "subitem_source_identifier_type": "PISSN"}]}, "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": "前田, 康成", "creatorNameLang": "ja"}, {"creatorName": "Maeda, Yasunari", "creatorNameLang": "en"}], "nameIdentifiers": [{"nameIdentifier": "273", "nameIdentifierScheme": "WEKO"}, {"nameIdentifier": "30422033", "nameIdentifierScheme": "KAKEN - 研究者検索", "nameIdentifierURI": "https://nrid.nii.ac.jp/ja/nrid/1000030422033/"}]}, {"creatorNames": [{"creatorName": "山内, 翔", "creatorNameLang": "ja"}, {"creatorName": "Yamauchi, Sho", "creatorNameLang": "en"}], "nameIdentifiers": [{"nameIdentifier": "90064", "nameIdentifierScheme": "WEKO"}]}, {"creatorNames": [{"creatorName": "鈴木, 正清", "creatorNameLang": "ja"}, {"creatorName": "Suzuki, Masakiyo", "creatorNameLang": "en"}], "nameIdentifiers": [{"nameIdentifier": "89671", "nameIdentifierScheme": "WEKO"}, {"nameIdentifier": "60192621", "nameIdentifierScheme": "KAKEN - 研究者検索", "nameIdentifierURI": "https://nrid.nii.ac.jp/ja/nrid/1000060192621/"}]}, {"creatorNames": [{"creatorName": "高野, 賢裕", "creatorNameLang": "ja"}, {"creatorName": "Takano, Masahiro", "creatorNameLang": "en"}], "nameIdentifiers": [{"nameIdentifier": "90070", "nameIdentifierScheme": "WEKO"}]}, {"creatorNames": [{"creatorName": "松嶋, 敏泰", "creatorNameLang": "ja"}, {"creatorName": "Matsushima, Toshiyasu", "creatorNameLang": "en"}], "nameIdentifiers": [{"nameIdentifier": "90071", "nameIdentifierScheme": "WEKO"}]}]}, "item_files": {"attribute_name": "ファイル情報", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_date", "date": [{"dateType": "Available", "dateValue": "2018-12-11"}], "displaytype": "detail", "download_preview_message": "", "file_order": 0, "filename": "マルコフ決定過程を用いたヘルスケア支援に関する一考察.pdf", "filesize": [{"value": "2.3 MB"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_note", "mimetype": "application/pdf", "size": 2300000.0, "url": {"label": "マルコフ決定過程を用いたヘルスケア支援に関する一考察", "objectType": "fulltext", "url": "https://kitami-it.repo.nii.ac.jp/record/8677/files/マルコフ決定過程を用いたヘルスケア支援に関する一考察.pdf"}, "version_id": "60113a26-b656-4c2a-86b4-9e1de6be595d"}]}, "item_keyword": {"attribute_name": "キーワード", "attribute_value_mlt": [{"subitem_subject": "ヘルスケア支援", "subitem_subject_language": "ja", "subitem_subject_scheme": "Other"}, {"subitem_subject": "マルコフ決定過程", "subitem_subject_language": "ja", "subitem_subject_scheme": "Other"}, {"subitem_subject": "統計的決定理論", "subitem_subject_language": "ja", "subitem_subject_scheme": "Other"}, {"subitem_subject": "ベイズ基準", "subitem_subject_language": "ja", "subitem_subject_scheme": "Other"}, {"subitem_subject": "動的計画法", "subitem_subject_language": "ja", "subitem_subject_scheme": "Other"}, {"subitem_subject": "healthcare support", "subitem_subject_language": "en", "subitem_subject_scheme": "Other"}, {"subitem_subject": "Markov decision processes", "subitem_subject_language": "en", "subitem_subject_scheme": "Other"}, {"subitem_subject": "statistical decision theory", "subitem_subject_language": "en", "subitem_subject_scheme": "Other"}, {"subitem_subject": "Bayes criterion", "subitem_subject_language": "en", "subitem_subject_scheme": "Other"}, {"subitem_subject": "dynamic programming", "subitem_subject_language": "en", "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": "マルコフ決定過程を用いたヘルスケア支援に関する一考察", "item_titles": {"attribute_name": "タイトル", "attribute_value_mlt": [{"subitem_title": "マルコフ決定過程を用いたヘルスケア支援に関する一考察", "subitem_title_language": "ja"}, {"subitem_title": "A Note on Healthcare Support using Markov Decision Processes", "subitem_title_language": "en"}]}, "item_type_id": "3", "owner": "1", "path": ["86"], "permalink_uri": "https://kitami-it.repo.nii.ac.jp/records/8677", "pubdate": {"attribute_name": "PubDate", "attribute_value": "2018-12-11"}, "publish_date": "2018-12-11", "publish_status": "0", "recid": "8677", "relation": {}, "relation_version_is_last": true, "title": ["マルコフ決定過程を用いたヘルスケア支援に関する一考察"], "weko_shared_id": -1}