{"id":219041,"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00219041","sets":["1164:1384:10896:10984"]},"path":["10984"],"owner":"44499","recid":"219041","title":["深層学習を用いたコーディング能力判定モデルの汎化性能調査"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-07-21"},"_buckets":{"deposit":"35d0543e-5daa-4401-91ac-af6f1c32af81"},"_deposit":{"id":"219041","pid":{"type":"depid","value":"219041","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"深層学習を用いたコーディング能力判定モデルの汎化性能調査","author_link":["570867","570868","570869"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"深層学習を用いたコーディング能力判定モデルの汎化性能調査"}]},"item_type_id":"4","publish_date":"2022-07-21","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"南山大学理工学部"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"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/219041/files/IPSJ-SE22211015.pdf","label":"IPSJ-SE22211015.pdf"},"date":[{"dateType":"Available","dateValue":"2024-07-21"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-SE22211015.pdf","filesize":[{"value":"1.3 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"12"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"259a1570-ba15-49c6-b09c-52c4541f7c4b","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2022 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"服部, 文志"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"松下, 誠"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"井上, 克郎"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10112981","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8825","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"深層学習を利用してソフトウェア開発者のコーディング専門性を判定する研究が行われている．その研究では，ソースコードのグラフ表現を利用してモデルの学習を行うことで，高い精度でコーディング能力を判定できることがわかっている．しかし，モデルの学習と評価のために 1 つのデータセットを分割して使用しているため，学習データと異なるデータセットのデータに対する判定精度，いわゆる汎化性能は明らかになっていない．そこで本研究では，新たに 3 種類のデータセットを構築し，既存研究で使用されたものと合わせて計 4 種類のデータセットを使用した汎化性能の調査を行った．その結果，このモデルの汎化性能は高くないことがわかった．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"7","bibliographic_titles":[{"bibliographic_title":"研究報告ソフトウェア工学（SE）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2022-07-21","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"15","bibliographicVolumeNumber":"2022-SE-211"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"updated":"2025-01-19T14:56:46.020347+00:00","created":"2025-01-19T01:19:22.533024+00:00","links":{}}