{"created":"2023-07-25T02:04:56.463372+00:00","id":2000450,"links":{},"metadata":{"_buckets":{"deposit":"32725661-9747-46c5-a4dd-df509e7607d5"},"_deposit":{"created_by":15,"id":"2000450","owner":"15","owners":[15],"pid":{"revision_id":0,"type":"depid","value":"2000450"},"status":"published"},"_oai":{"id":"oai:kitami-it.repo.nii.ac.jp:02000450","sets":["1:87"]},"author_link":[],"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":"2021-05","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"9","bibliographicPageEnd":"5137","bibliographicPageStart":"5137","bibliographicVolumeNumber":"13","bibliographic_titles":[{"bibliographic_title":"Sustainability","bibliographic_titleLang":"en"}]}]},"item_3_description_184":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Accessibility and economic sustainability of public bus services (PBS) have been in a\ncontinuous decline in Japan’s countryside. Rural cities also suffer from population transformation\ntoward industrial centers experiencing rapid economic growth. In the present study, we reviewed\nthe current demand status of PBS in Kitami, a rural city in Japan that hosts a national university.\nThe investigation was performed by examining students’ daily lives using a survey to collect data\nrepresenting a portion of the population. The objective was to predict the change in demand rate\nfor PBS concerning the necessities of everyday life from the perspective of university students as\npotential users of PBS. Intuitively, decision-makers at every level display a distinct prejudice toward\nalternatives that intend to change the long-lasting status quo, hence in the question sequence, a\ntwo-step verification probe was used to reveal a person’s actual perceived opinion. Accordingly,\nthe respondents’ initial demand rate for PBS was around 60%; however, this score increased to 71%\nin the secondary confirmation. Afterward, using machine learning-based prediction methods, we\ncould predict this demand at over 90% of F-measure, with the most reliable and stable prediction\nmethod reaching 80% by other daily life indicators’ weight. Finally, we supplied thorough evidence\nfor our approach’s usability by collecting and processing the data’s right set regarding this study’s\nobjective. This method’s highlighted outcomes would help to reduce the local governments’ and\nrelevant initiatives’ adaptability time to demands and improve decision-making flexibility.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_3_publisher_212":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"MDPI","subitem_publisher_language":"en"}]},"item_3_relation_191":{"attribute_name":"DOI","attribute_value_mlt":[{"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.3390/su13095137","subitem_relation_type_select":"DOI"}}]},"item_3_rights_192":{"attribute_name":"権利","attribute_value_mlt":[{"subitem_rights":"c2021 by the authors. Licensee MDPI","subitem_rights_language":"en"}]},"item_3_select_195":{"attribute_name":"著者版フラグ","attribute_value_mlt":[{"subitem_select_item":"publisher","subitem_select_language":"en"}]},"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":"Ali Bakdur","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Fumito Masui","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Michal Ptaszynski","creatorNameLang":"en"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2023-07-25"}],"filename":"sustainability-13-05137-v2.pdf","filesize":[{"value":"15.9 MB"}],"format":"application/pdf","licensetype":"license_0","url":{"url":"https://kitami-it.repo.nii.ac.jp/record/2000450/files/sustainability-13-05137-v2.pdf"},"version_id":"f49e8ffb-0159-4ffe-a8fd-2a87d4185a52"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"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":"Predicting increase of demand for public buses in university students > daily life needs: Case Study Based on a City in Japan","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Predicting increase of demand for public buses in university students > daily life needs: Case Study Based on a City in Japan","subitem_title_language":"en"}]},"item_type_id":"3","owner":"15","path":["87"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2023-07-25"},"publish_date":"2023-07-25","publish_status":"0","recid":"2000450","relation_version_is_last":true,"title":["Predicting increase of demand for public buses in university students > daily life needs: Case Study Based on a City in Japan"],"weko_creator_id":"15","weko_shared_id":3},"updated":"2024-06-03T02:16:39.663719+00:00"}