{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00215007","sets":["6504:10735:10808"]},"path":["10808"],"owner":"44499","recid":"215007","title":["特定分野の日本語音声対話システムにおける対話分類精度の比較"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-03-04"},"_buckets":{"deposit":"26fd32b0-08a4-491c-a0fa-ade22bcfb1ba"},"_deposit":{"id":"215007","pid":{"type":"depid","value":"215007","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"特定分野の日本語音声対話システムにおける対話分類精度の比較","author_link":["553350","553352","553351"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"特定分野の日本語音声対話システムにおける対話分類精度の比較"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"人工知能と認知科学","subitem_subject_scheme":"Other"}]},"item_type_id":"22","publish_date":"2021-03-04","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_22_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"千歳科技大"},{"subitem_text_value":"千歳科技大"},{"subitem_text_value":"千歳科技大"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/215007/files/IPSJ-Z83-6Q-05.pdf","label":"IPSJ-Z83-6Q-05.pdf"},"date":[{"dateType":"Available","dateValue":"2021-12-28"}],"format":"application/pdf","filename":"IPSJ-Z83-6Q-05.pdf","filesize":[{"value":"360.3 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"c84d3f5a-5038-40ac-80b6-31ab0cec2316","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2021 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"鈴木, 和樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"城, 裕太郎"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"小松川, 浩"}],"nameIdentifiers":[{}]}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_5794","resourcetype":"conference paper"}]},"item_22_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00349328","subitem_source_identifier_type":"NCID"}]},"item_22_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"我々は，オープンな機械学習手法を活用した特定分野での柔軟な日本語音声対話システムの研究を進めている. 本研究では, 特定分野の日本語音声対話システムの開発を行っており, システムの構成は音声認識・対話管理・音声合成の3つに分かれている. 音声認識・音声合成については公開されているAPI, 対話管理ではルールベースと機械学習を用いた. 特定分野において想定される質問を40パターン考案し, 対話分類についての検証を行った. 「対話を柔軟に行えるか」を検証するために, ルールベースでは対応できない質問を入力としてword2vec  + ランダムフォレストとBERTそれぞれで対話分類精度の比較を行った. これらの結果を踏まえて今後のシステムの展望について述べる.","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"416","bibliographic_titles":[{"bibliographic_title":"第83回全国大会講演論文集"}],"bibliographicPageStart":"415","bibliographicIssueDates":{"bibliographicIssueDate":"2021-03-04","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2021"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":215007,"updated":"2025-01-19T16:21:51.879437+00:00","links":{},"created":"2025-01-19T01:15:47.654348+00:00"}