{"created":"2021-03-01T06:26:11.506940+00:00","id":18756,"links":{},"metadata":{"_buckets":{"deposit":"4ec9a990-06ef-48c1-a4b6-b38ef51b858d"},"_deposit":{"id":"18756","owners":[],"pid":{"revision_id":0,"type":"depid","value":"18756"},"status":"published"},"_oai":{"id":"oai:nagoya.repo.nii.ac.jp:00018756","sets":["320:321:322"]},"author_link":["54705","54706","54707","54708","54709","54710"],"item_10_alternative_title_19":{"attribute_name":"その他のタイトル","attribute_value_mlt":[{"subitem_alternative_title":"A Proposal of Recommendation System Considering Personalizability","subitem_alternative_title_language":"en"}]},"item_10_biblio_info_6":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2013-03","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicPageEnd":"118","bibliographicPageStart":"111","bibliographicVolumeNumber":"6","bibliographic_titles":[{"bibliographic_title":"情報処理学会論文誌: 数理モデル化と応用","bibliographic_titleLang":"ja"}]}]},"item_10_description_4":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"近年,インターネットの普及とそれにともなう各種メディアの発達により,ユーザがアクセス可能な情報の量は膨大なものとなったが,一方で,ユーザにとって価値のある情報を選択することは困難となっている.そのため,ユーザのアイテム選択を支援する\"レコメンデーション\"に注目が集まり,様々な推薦システムが実用化され始めている.このような推薦システムの評価には,これまで主に\"精度\"が用いられてきたが,近年,ユーザ満足度の観点から,他にも様々な側面を評価する必要性が指摘され始めている.\"Serendipity\"はその中の1つであり,推薦アイテムの目新しさ,意外性を表す.本論文では,Serendipityの一面として\"Personalizability\"を定義し,Personalizabilityを考慮した推薦手法を提案する.また,提案手法をベンチマークデータに適用し,推薦における精度とPersonalizabilityのバランスが調節可能であること,従来手法と比べ,Personalizabilityにおいて優れていることを示す. ","subitem_description_language":"ja","subitem_description_type":"Abstract"},{"subitem_description":"Recently, a user can access a huge amount of information with the popularization of Internet and the development of media associated with that. On the other hand, it becomes difficult for him/her to choose desirable or valuable ones. Then various recommendation systems have been studied and put into practical use to support users' selection. Though \"accuracy\" has been used as the evaluation of these systems so far, it is said that other evaluation factors are also needed from the aspect of the satisfaction of users. \"Serendipity,\" which includes novelty or unexpectedness, is one of the evaluation indexes for user satisfaction. This paper defines and quantifies \"Personalizability\" as a part of \"Serendipity.\" This paper proposes a recommendation system considering \"Personalizability,\" and applies the proposed method to benchmark data. It shows that this method can adjust the balance between \"Accuracy\" and \"Personalizability\" and it is superior to the conventional method in terms of \"Personalizability.\"","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_10_identifier_60":{"attribute_name":"URI","attribute_value_mlt":[{"subitem_identifier_type":"URI","subitem_identifier_uri":"http://id.nii.ac.jp/1001/00091259/"},{"subitem_identifier_type":"HDL","subitem_identifier_uri":"http://hdl.handle.net/2237/20852"}]},"item_10_publisher_32":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"一般社団法人情報処理学会","subitem_publisher_language":"ja"}]},"item_10_relation_43":{"attribute_name":"関連情報","attribute_value_mlt":[{"subitem_relation_type":"isVersionOf","subitem_relation_type_id":{"subitem_relation_type_id_text":"http://id.nii.ac.jp/1001/00091259/","subitem_relation_type_select":"URI"}}]},"item_10_rights_12":{"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情報処理学会に帰属します。本著作物は著作権者である情報処理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「情報処理学会倫理綱領」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 Information Processing Society of Japan (IPSJ). This material is published on this web site with the agreement of the author (s) and the IPSJ. Please be complied with Copyright Law of Japan and the Code of Ethics of the IPSJ 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) Information Processing Society of Japan. Comments are welcome. Mail to address editj@ipsj.or.jp, please.","subitem_rights_language":"ja"}]},"item_10_select_15":{"attribute_name":"著者版フラグ","attribute_value_mlt":[{"subitem_select_item":"publisher"}]},"item_10_source_id_7":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"0387-5806","subitem_source_identifier_type":"PISSN"}]},"item_1615787544753":{"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_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":"吉川, 大弘","creatorNameLang":"ja"}],"nameIdentifiers":[{"nameIdentifier":"54705","nameIdentifierScheme":"WEKO"}]},{"creatorNames":[{"creatorName":"Yoshikawa, Tomohiro","creatorNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"54706","nameIdentifierScheme":"WEKO"}]},{"creatorNames":[{"creatorName":"森, 貴章","creatorNameLang":"ja"}],"nameIdentifiers":[{"nameIdentifier":"54707","nameIdentifierScheme":"WEKO"}]},{"creatorNames":[{"creatorName":"Mori, Takafumi","creatorNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"54708","nameIdentifierScheme":"WEKO"}]},{"creatorNames":[{"creatorName":"古橋, 武","creatorNameLang":"ja"}],"nameIdentifiers":[{"nameIdentifier":"54709","nameIdentifierScheme":"WEKO"}]},{"creatorNames":[{"creatorName":"Furuhashi, Takeshi","creatorNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"54710","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":"2018-02-21"}],"displaytype":"detail","filename":"42_A_Proposal_of_Recommendation_System.pdf","filesize":[{"value":"1.5 MB"}],"format":"application/pdf","licensetype":"license_note","mimetype":"application/pdf","url":{"label":"42_A_Proposal_of_Recommendation_System.pdf","objectType":"fulltext","url":"https://nagoya.repo.nii.ac.jp/record/18756/files/42_A_Proposal_of_Recommendation_System.pdf"},"version_id":"f0aa324c-264c-4620-834c-c95bcfeeb570"}]},"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":"Personalizabilityを考慮した推薦システムの提案","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Personalizabilityを考慮した推薦システムの提案","subitem_title_language":"ja"}]},"item_type_id":"10","owner":"1","path":["322"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2014-11-21"},"publish_date":"2014-11-21","publish_status":"0","recid":"18756","relation_version_is_last":true,"title":["Personalizabilityを考慮した推薦システムの提案"],"weko_creator_id":"1","weko_shared_id":-1},"updated":"2023-01-16T05:01:24.584464+00:00"}