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Estimation improvement of objective scores of answer statements with consideration of semantic similarity

  • Yuya Yokoyama
  • , Teruhisa Hochin
  • , Hiroki Nomiya

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

抄録

To eliminate mismatches between the intentions of questioners and respondents of Question and Answer (QA) sites, we have clarified that the impression of the statements could be captured by nine factors, and the factor scores could be estimated from the feature values of the statements. Objective scores of the statements could be estimated fairly good, and that those of subjective statements could be estimated well by taking the natural logarithm of the factor scores with the consideration of cross-validation. This paper tries to perform multiple regression analysis with the consideration of semantic similarity between QA. A statement is represented with an average word vector of the words appearing in the statement. The semantic similarity of two statements is calculated through the cosine of the two average word vectors of the two statements. As a result, there could be a possibility that semantic similarity would be effective in estimating objective scores.

本文言語英語
ホスト出版物のタイトルProceedings - 2018 IEEE/ACIS 19th International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD 2018
編集者Ha Jin Hwang, Lizhi Cai, Gun Huck Yeom, Tokuro Matsuo, Haeng Kon Kim, Hyun Yeo, Chung Sun Hong, Naoki Fukuta, Takayuki Ito, Huaikou Miao
出版社Institute of Electrical and Electronics Engineers Inc.
ページ188-193
ページ数6
ISBN(印刷版)9781538658895
DOI
出版ステータス出版済み - 20-08-2018
外部発表はい
イベント19th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD 2018 - Busan, 韓国
継続期間: 27-06-201829-06-2018

出版物シリーズ

名前Proceedings - 2018 IEEE/ACIS 19th International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD 2018

会議

会議19th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD 2018
国/地域韓国
CityBusan
Period27-06-1829-06-18

All Science Journal Classification (ASJC) codes

  • 人工知能
  • コンピュータ ネットワークおよび通信
  • ハードウェアとアーキテクチャ
  • ソフトウェア
  • 制御と最適化
  • 情報システムおよび情報管理

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