WEKO3
アイテム
{"_buckets": {"deposit": "4c69c07c-9ce4-4b7b-bbcd-a5c85a0f2356"}, "_deposit": {"created_by": 18, "id": "9737", "owners": [18], "pid": {"revision_id": 0, "type": "depid", "value": "9737"}, "status": "published"}, "_oai": {"id": "oai:muroran-it.repo.nii.ac.jp:00009737", "sets": ["46", "240"]}, "author_link": ["58365", "55370", "907"], "item_79_biblio_info_10": {"attribute_name": "書誌情報", "attribute_value_mlt": [{"bibliographicIssueDates": {"bibliographicIssueDate": "2018-08-31", "bibliographicIssueDateType": "Issued"}, "bibliographicIssueNumber": "4", "bibliographicPageEnd": "488", "bibliographicPageStart": "481", "bibliographicVolumeNumber": "17", "bibliographic_titles": [{"bibliographic_title": "日本感性工学会論文誌", "bibliographic_titleLang": "ja"}, {"bibliographic_title": "Transactions of Japan Society of Kansei Engineering", "bibliographic_titleLang": "en"}]}]}, "item_79_description_23": {"attribute_name": "フォーマット", "attribute_value_mlt": [{"subitem_description": "application/pdf", "subitem_description_type": "Other"}]}, "item_79_description_7": {"attribute_name": "抄録", "attribute_value_mlt": [{"subitem_description": "User-based collaborative filtering is one of the most popular recommendation methods, however, it has been pointed out that it is difficult to provide recommendation results with good recommendation accuracy and high recommendation variety simultaneously. To recommend good items for a target user, we consider that the tendency of the target user\u0027s Kansei evaluation to items should be explicitly reflected to recommendation methods. In this paper, we focus on pairs of items that there are big differences between target user\u0027s evaluation scores of the two items. We regard such pairs as the target user\u0027s preference patters, and in this paper, we propose a revised user-based collaborative filtering approach that reflects the tendency of target user\u0027s Kansei evaluation to recommendation. The proposed method is based on explicit extraction of target user\u0027s preference patterns as interrelated attributes in rough-set-based interrelationship mining and comparison of preference patterns between the target user and other users instead of direct comparison of evaluation scores of items. Experimental results indicate that, in comparison with collaborative filtering, our proposed method can recommend appropriate items for users with at least equal or better accuracy and high variety.", "subitem_description_language": "en", "subitem_description_type": "Abstract"}]}, "item_79_link_17": {"attribute_name": "出版者版へのリンク", "attribute_value_mlt": [{"subitem_link_text": "10.5057/jjske.TJSKE-D-18-00022", "subitem_link_url": "https://doi.org/10.5057/jjske.TJSKE-D-18-00022"}]}, "item_79_link_5": {"attribute_name": "室蘭工業大学研究者データベースへのリンク", "attribute_value_mlt": [{"subitem_link_text": "工藤 康生(KUDO Yasuo)", "subitem_link_url": "http://rdsoran.muroran-it.ac.jp/html/100000129_ja.html"}]}, "item_79_publisher_11": {"attribute_name": "出版者", "attribute_value_mlt": [{"subitem_publisher": "日本感性工学会", "subitem_publisher_language": "ja"}]}, "item_79_relation_15": {"attribute_name": "論文ID(NAID)", "attribute_value_mlt": [{"subitem_relation_type": "isIdenticalTo", "subitem_relation_type_id": {"subitem_relation_type_id_text": "130007473083", "subitem_relation_type_select": "NAID"}}]}, "item_79_relation_18": {"attribute_name": "DOI", "attribute_value_mlt": [{"subitem_relation_type": "isIdenticalTo", "subitem_relation_type_id": {"subitem_relation_type_id_text": "10.5057/jjske.TJSKE-D-18-00022", "subitem_relation_type_select": "DOI"}}]}, "item_79_relation_22": {"attribute_name": "主となる版", "attribute_value_mlt": [{"subitem_relation_type": "isVersionOf", "subitem_relation_type_id": {"subitem_relation_type_id_text": "https://www.jstage.jst.go.jp/article/jjske/17/4/17_TJSKE-D-18-00022/_pdf/-char/ja", "subitem_relation_type_select": "URI"}}]}, "item_79_rights_19": {"attribute_name": "権利", "attribute_value_mlt": [{"subitem_rights": "ここに掲載した著作物の利用に関する注意 本著作物の著作権は日本感性工学会に帰属します。本著作物は著作権者である日本感性工学会の許可のもとに掲載するものです。ご利用に当たっては「著作権法」ならびに関連法規に従うことをお願いいたします。 Notice for the use of this material The copyright of this material is retained by the Japan Society of Kansei Engineering (JSKE). This material is published on this web site with the agreement of the author (s) and the JSKE. Please be complied with Copyright Law of Japan and the Relevant statutes if any users wish to reproduce, make derivative work, distribute or make available to the public any part or whole thereof. All Rights Reserved, Copyright (C) Japan Society of Kansei Engineering. Comments are welcome. Mail to address editor(at)jske.org, please.", "subitem_rights_language": "ja"}]}, "item_79_source_id_12": {"attribute_name": "ISSN", "attribute_value_mlt": [{"subitem_source_identifier": "1884-0833", "subitem_source_identifier_type": "PISSN"}]}, "item_79_subject_9": {"attribute_name": "日本十進分類法", "attribute_value_mlt": [{"subitem_subject": "007", "subitem_subject_scheme": "NDC"}]}, "item_79_text_4": {"attribute_name": "著者ID(非表示)", "attribute_value_mlt": [{"subitem_text_value": "1000090360966"}]}, "item_79_version_type_21": {"attribute_name": "著者版フラグ", "attribute_value_mlt": [{"subitem_version_resource": "http://purl.org/coar/version/c_970fb48d4fbd8a85", "subitem_version_type": "VoR"}]}, "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": [{"creatorAffiliations": [{"affiliationNameIdentifiers": [], "affiliationNames": [{"affiliationName": "", "affiliationNameLang": "ja"}]}], "creatorNames": [{"creatorName": "山脇, 淳一", "creatorNameLang": "ja"}, {"creatorName": "YAMAWAKI, Junichi", "creatorNameLang": "en"}, {"creatorName": "ヤマワキ, ジュンイチ", "creatorNameLang": "ja-Kana"}], "familyNames": [{"familyName": "山脇", "familyNameLang": "ja"}, {"familyName": "YAMAWAKI", "familyNameLang": "en"}, {"familyName": "ヤマワキ", "familyNameLang": "ja-Kana"}], "givenNames": [{"givenName": "淳一", "givenNameLang": "ja"}, {"givenName": "Junichi", "givenNameLang": "en"}, {"givenName": "ジュンイチ", "givenNameLang": "ja-Kana"}], "nameIdentifiers": [{"nameIdentifier": "55370", "nameIdentifierScheme": "WEKO"}]}, {"creatorAffiliations": [{"affiliationNameIdentifiers": [{"affiliationNameIdentifier": "10103", "affiliationNameIdentifierScheme": "kakenhi"}], "affiliationNames": [{"affiliationName": "室蘭工業大学", "affiliationNameLang": "ja"}, {"affiliationName": "Muroran Institute of Technology", "affiliationNameLang": "en"}]}], "creatorNames": [{"creatorName": "Kudo, Yasuo", "creatorNameLang": "en"}, {"creatorName": "クドウ, ヤスオ", "creatorNameLang": "ja-Kana"}, {"creatorName": "工藤, 康生", "creatorNameLang": "ja"}], "familyNames": [{"familyName": "Kudo", "familyNameLang": "en"}, {"familyName": "クドウ", "familyNameLang": "ja-Kana"}, {"familyName": "工藤", "familyNameLang": "ja"}], "givenNames": [{"givenName": " Yasuo", "givenNameLang": "en"}, {"givenName": "ヤスオ", "givenNameLang": "ja-Kana"}, {"givenName": "康生", "givenNameLang": "ja"}], "nameIdentifiers": [{"nameIdentifier": "907", "nameIdentifierScheme": "WEKO"}, {"nameIdentifier": "1000090360966", "nameIdentifierScheme": "NRID", "nameIdentifierURI": "https://nrid.nii.ac.jp/ja/nrid/1000090360966"}]}, {"creatorAffiliations": [{"affiliationNameIdentifiers": [], "affiliationNames": [{"affiliationName": "", "affiliationNameLang": "ja"}]}], "creatorNames": [{"creatorName": "村井, 哲也", "creatorNameLang": "ja"}, {"creatorName": "Murai, Tetsuya", "creatorNameLang": "en"}, {"creatorName": "ムライ, テツヤ", "creatorNameLang": "ja-Kana"}], "familyNames": [{"familyName": "村井", "familyNameLang": "ja"}, {"familyName": "Murai", "familyNameLang": "en"}, {"familyName": "ムライ", "familyNameLang": "ja-Kana"}], "givenNames": [{"givenName": "哲也", "givenNameLang": "ja"}, {"givenName": "Tetsuya", "givenNameLang": "en"}, {"givenName": "テツヤ", "givenNameLang": "ja-Kana"}], "nameIdentifiers": [{"nameIdentifier": "58365", "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": "2018-10-12"}], "displaytype": "detail", "download_preview_message": "", "file_order": 0, "filename": "TJSKE_17_4_481_488.pdf", "filesize": [{"value": "2.1 MB"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_note", "mimetype": "application/pdf", "size": 2100000.0, "url": {"label": "TJSKE_17_4_481_488", "objectType": "fulltext", "url": "https://muroran-it.repo.nii.ac.jp/record/9737/files/TJSKE_17_4_481_488.pdf"}, "version_id": "806d7940-f8e4-4e3e-84fb-9ec7e95a208f"}]}, "item_keyword": {"attribute_name": "キーワード", "attribute_value_mlt": [{"subitem_subject": "Interelationship mining", "subitem_subject_language": "en", "subitem_subject_scheme": "Other"}, {"subitem_subject": "Collaborative filtering", "subitem_subject_language": "en", "subitem_subject_scheme": "Other"}, {"subitem_subject": "Recommendation method", "subitem_subject_language": "en", "subitem_subject_scheme": "Other"}, {"subitem_subject": "Preference pattern", "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": "関係性マイニングと協調フィルタリングを用いた情報推薦手法", "item_titles": {"attribute_name": "タイトル", "attribute_value_mlt": [{"subitem_title": "関係性マイニングと協調フィルタリングを用いた情報推薦手法", "subitem_title_language": "ja"}, {"subitem_title": "Recommendation Method Based on Interelationship Mining and Collaborative Filtering", "subitem_title_language": "en"}]}, "item_type_id": "79", "owner": "18", "path": ["46", "240"], "permalink_uri": "http://hdl.handle.net/10258/00009687", "pubdate": {"attribute_name": "PubDate", "attribute_value": "2018-10-12"}, "publish_date": "2018-10-12", "publish_status": "0", "recid": "9737", "relation": {}, "relation_version_is_last": true, "title": ["関係性マイニングと協調フィルタリングを用いた情報推薦手法"], "weko_shared_id": -1}
関係性マイニングと協調フィルタリングを用いた情報推薦手法
http://hdl.handle.net/10258/00009687
http://hdl.handle.net/10258/00009687b0da27bf-3922-4cea-8334-b6433dd1138b
名前 / ファイル | ライセンス | アクション |
---|---|---|
TJSKE_17_4_481_488 (2.1 MB)
|
|
Item type | 学術雑誌論文 / Journal Article.(1) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
公開日 | 2018-10-12 | |||||||||||
タイトル | ||||||||||||
言語 | ja | |||||||||||
タイトル | 関係性マイニングと協調フィルタリングを用いた情報推薦手法 | |||||||||||
タイトル | ||||||||||||
言語 | en | |||||||||||
タイトル | Recommendation Method Based on Interelationship Mining and Collaborative Filtering | |||||||||||
言語 | ||||||||||||
言語 | jpn | |||||||||||
キーワード | ||||||||||||
言語 | en | |||||||||||
主題Scheme | Other | |||||||||||
主題 | Interelationship mining | |||||||||||
キーワード | ||||||||||||
言語 | en | |||||||||||
主題Scheme | Other | |||||||||||
主題 | Collaborative filtering | |||||||||||
キーワード | ||||||||||||
言語 | en | |||||||||||
主題Scheme | Other | |||||||||||
主題 | Recommendation method | |||||||||||
キーワード | ||||||||||||
言語 | en | |||||||||||
主題Scheme | Other | |||||||||||
主題 | Preference pattern | |||||||||||
資源タイプ | ||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||
資源タイプ | journal article | |||||||||||
アクセス権 | ||||||||||||
アクセス権 | open access | |||||||||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||||||||
著者 |
山脇, 淳一
× 山脇, 淳一× 工藤, 康生
WEKO
907
× 村井, 哲也 |
|||||||||||
室蘭工業大学研究者データベースへのリンク | ||||||||||||
工藤 康生(KUDO Yasuo) | ||||||||||||
http://rdsoran.muroran-it.ac.jp/html/100000129_ja.html | ||||||||||||
抄録 | ||||||||||||
内容記述タイプ | Abstract | |||||||||||
内容記述 | User-based collaborative filtering is one of the most popular recommendation methods, however, it has been pointed out that it is difficult to provide recommendation results with good recommendation accuracy and high recommendation variety simultaneously. To recommend good items for a target user, we consider that the tendency of the target user's Kansei evaluation to items should be explicitly reflected to recommendation methods. In this paper, we focus on pairs of items that there are big differences between target user's evaluation scores of the two items. We regard such pairs as the target user's preference patters, and in this paper, we propose a revised user-based collaborative filtering approach that reflects the tendency of target user's Kansei evaluation to recommendation. The proposed method is based on explicit extraction of target user's preference patterns as interrelated attributes in rough-set-based interrelationship mining and comparison of preference patterns between the target user and other users instead of direct comparison of evaluation scores of items. Experimental results indicate that, in comparison with collaborative filtering, our proposed method can recommend appropriate items for users with at least equal or better accuracy and high variety. | |||||||||||
言語 | en | |||||||||||
書誌情報 |
ja : 日本感性工学会論文誌 en : Transactions of Japan Society of Kansei Engineering 巻 17, 号 4, p. 481-488, 発行日 2018-08-31 |
|||||||||||
出版者 | ||||||||||||
言語 | ja | |||||||||||
出版者 | 日本感性工学会 | |||||||||||
出版者版へのリンク | ||||||||||||
10.5057/jjske.TJSKE-D-18-00022 | ||||||||||||
https://doi.org/10.5057/jjske.TJSKE-D-18-00022 | ||||||||||||
DOI | ||||||||||||
関連タイプ | isIdenticalTo | |||||||||||
識別子タイプ | DOI | |||||||||||
関連識別子 | 10.5057/jjske.TJSKE-D-18-00022 | |||||||||||
論文ID(NAID) | ||||||||||||
関連タイプ | isIdenticalTo | |||||||||||
識別子タイプ | NAID | |||||||||||
関連識別子 | 130007473083 | |||||||||||
日本十進分類法 | ||||||||||||
主題Scheme | NDC | |||||||||||
主題 | 007 | |||||||||||
ISSN | ||||||||||||
収録物識別子タイプ | PISSN | |||||||||||
収録物識別子 | 1884-0833 | |||||||||||
権利 | ||||||||||||
言語 | ja | |||||||||||
権利情報 | ここに掲載した著作物の利用に関する注意 本著作物の著作権は日本感性工学会に帰属します。本著作物は著作権者である日本感性工学会の許可のもとに掲載するものです。ご利用に当たっては「著作権法」ならびに関連法規に従うことをお願いいたします。 Notice for the use of this material The copyright of this material is retained by the Japan Society of Kansei Engineering (JSKE). This material is published on this web site with the agreement of the author (s) and the JSKE. Please be complied with Copyright Law of Japan and the Relevant statutes if any users wish to reproduce, make derivative work, distribute or make available to the public any part or whole thereof. All Rights Reserved, Copyright (C) Japan Society of Kansei Engineering. Comments are welcome. Mail to address editor(at)jske.org, please. | |||||||||||
著者版フラグ | ||||||||||||
出版タイプ | VoR | |||||||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||
主となる版 | ||||||||||||
関連タイプ | isVersionOf | |||||||||||
識別子タイプ | URI | |||||||||||
関連識別子 | https://www.jstage.jst.go.jp/article/jjske/17/4/17_TJSKE-D-18-00022/_pdf/-char/ja | |||||||||||
フォーマット | ||||||||||||
内容記述タイプ | Other | |||||||||||
内容記述 | application/pdf |