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Application of 2-gram to English Q&A Statements to Obtain Factor Scores

  • 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

In order to solve the issues of mismatches between the intentions of questioners and respondents of Question and Answer (Q&A) sites, impression evaluation experiments have resulted in obtaining nine factors of impressions for Japanese Q&A statements. The feature values of syntactic information were initially extracted through morphological analysis and utilized for multiple regression analysis to obtain factor scores for any Q&A statements. The calculation of factor scores has also been realized by extracting syntactic information through N-gram applied to Part-of-Speech extracted by way of morphological analysis. However, most of our methods so far have been dependent on Japanese, and so we need to validate if our method can be extended to other languages as well. So far, in a similar way as in Japanese, the nine factors have also experimentally been obtained from English Q&A statements. It was confirmed as well that the factor scores were calculated using the feature values of English statements extracted through morphological analysis. Therefore, in this paper, 2-gram as well as morphological analysis was applied to the feature values of English Q&A statements. As a result of multiple regression analysis, it has been shown that the application of 2-gram would result in as good an accuracy as morphological analysis for all nine factors. Therefore, it could be concluded that 2-gram would be applicable to our method in English as well.

本文言語英語
ホスト出版物のタイトルProceedings - 2022 23rd ACIS International Summer Virtual Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD-Summer 2022
出版社Institute of Electrical and Electronics Engineers Inc.
ページ134-140
ページ数7
ISBN(電子版)9798350396379
DOI
出版ステータス出版済み - 2022
外部発表はい
イベント23rd ACIS International Summer Virtual Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD-Summer 2022 - Kyoto City, 日本
継続期間: 04-07-202206-07-2022

出版物シリーズ

名前Proceedings - 2022 23rd ACIS International Summer Virtual Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD-Summer 2022

会議

会議23rd ACIS International Summer Virtual Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, SNPD-Summer 2022
国/地域日本
CityKyoto City
Period04-07-2206-07-22

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
  • コンピュータ サイエンスの応用
  • コンピュータ ビジョンおよびパターン認識
  • ハードウェアとアーキテクチャ
  • ソフトウェア

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