{"created":"2024-11-22T06:31:34.174663+00:00","id":2008095,"links":{},"metadata":{"_buckets":{"deposit":"84e15adb-4035-47fd-9dfc-d6b04ee1566e"},"_deposit":{"created_by":7,"id":"2008095","owners":[7],"pid":{"revision_id":0,"type":"depid","value":"2008095"},"status":"published"},"_oai":{"id":"oai:tokushima-u.repo.nii.ac.jp:02008095","sets":["1713853213384:1713853295607"]},"author_link":["401"],"control_number":"2008095","item_10001_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2017-01-02","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicPageEnd":"11","bibliographicPageStart":"1","bibliographicVolumeNumber":"5","bibliographic_titles":[{"bibliographic_title":"International Journal of Networked and Distributed Computing","bibliographic_titleLang":"en"}]}]},"item_10001_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Nowadays, with the rapid development of B2C e-commerce and the popularity of online shopping, the Web storages huge number of product reviews comment by customers. A large number of reviews made it difficult for manufacturers or potential customers to track the comments and suggestions that customers made. This paper presents a method for extracting emotional elements containing emotional objects and emotional words and their tendencies from product reviews based on mixed model. First we constructed conditional random fields to extract emotional elements, lead-in semantic and word meaning as features to improve the robustness of feature template and used rules for hierarchical filtering errors. Then we constructed support vector machine to classify the emotional tendency of the fine-grained elements to achieve key information from product reviews. Deep semantic information imported based on neural network to improve the traditional bag of word model. Experimental results show that the proposed model with deep features efficiently improved the F-Measure.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_10001_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"Atlantis Press","subitem_publisher_language":"en"}]},"item_10001_rights_15":{"attribute_name":"権利情報","attribute_value_mlt":[{"subitem_rights":"This is an open access article under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).","subitem_rights_language":"en"}]},"item_10001_source_id_9":{"attribute_name":"収録物ID","attribute_value_mlt":[{"subitem_source_identifier":"22117946","subitem_source_identifier_type":"ISSN"},{"subitem_source_identifier":"22117938","subitem_source_identifier_type":"ISSN"}]},"item_10001_version_type_20":{"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_1715043197608":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"open access"}]},"item_1722929371688":{"attribute_name":"出版社版DOI","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_language":"ja","subitem_relation_name_text":"10.2991/ijndc.2017.5.1.1"}],"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.2991/ijndc.2017.5.1.1","subitem_relation_type_select":"DOI"}}]},"item_1723180141928":{"attribute_name":"EID","attribute_value_mlt":[{"subitem_identifier_type":"URI","subitem_identifier_uri":"322508"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Sun, Xiao","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Sun, Chongyuan","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Quan, Changqin","creatorNameLang":"en"}]},{"creatorAffiliations":[{"affiliationNameIdentifiers":[{"affiliationNameIdentifier":"","affiliationNameIdentifierScheme":"ISNI","affiliationNameIdentifierURI":"http://www.isni.org/isni/"}],"affiliationNames":[{"affiliationName":"","affiliationNameLang":"ja"}]}],"creatorNames":[{"creatorName":"任, 福継","creatorNameLang":"ja"},{"creatorName":"ニン, フジ","creatorNameLang":"ja-Kana"},{"creatorName":"Ren, Fuji","creatorNameLang":"en"}],"familyNames":[{"familyName":"任","familyNameLang":"ja"},{"familyName":"ニン","familyNameLang":"ja-Kana"},{"familyName":"Ren","familyNameLang":"en"}],"givenNames":[{"givenName":"福継","givenNameLang":"ja"},{"givenName":"フジ","givenNameLang":"ja-Kana"},{"givenName":"Fuji","givenNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"401","nameIdentifierScheme":"WEKO"},{"nameIdentifier":"19966/profile-ja.html","nameIdentifierScheme":"徳島大学 教育研究者総覧","nameIdentifierURI":"http://pub2.db.tokushima-u.ac.jp/ERD/person/19966/profile-ja.html"},{"nameIdentifier":"20264947","nameIdentifierScheme":"e-Rad","nameIdentifierURI":"https://nrid.nii.ac.jp/ja/search/?qm=20264947"}]},{"creatorNames":[{"creatorName":"Tian, Fang","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Wang, Kunxia","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":"2021-02-12"}],"displaytype":"detail","filename":"ijndc_5_1_1.pdf","filesize":[{"value":"778 KB"}],"format":"application/pdf","licensetype":"license_3","mimetype":"application/pdf","url":{"objectType":"fulltext","url":"https://tokushima-u.repo.nii.ac.jp/record/2008095/files/ijndc_5_1_1.pdf"},"version_id":"e0544557-a683-45d5-a706-ef1a8f855ff4"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"emotional element detection","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"emotional tendency judgment","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"deep features","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"semantic clustering","subitem_subject_language":"en","subitem_subject_scheme":"Other"}]},"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":"Fine-Grained Emotion Analysis Based on Mixed Model for Product Review","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Fine-Grained Emotion Analysis Based on Mixed Model for Product Review","subitem_title_language":"en"}]},"item_type_id":"40001","owner":"7","path":["1713853295607"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2021-02-12"},"publish_date":"2021-02-12","publish_status":"0","recid":"2008095","relation_version_is_last":true,"title":["Fine-Grained Emotion Analysis Based on Mixed Model for Product Review"],"weko_creator_id":"7","weko_shared_id":-1},"updated":"2025-02-13T05:58:30.741212+00:00"}