@techreport{oai:ipsj.ixsq.nii.ac.jp:00197616, author = {池田, 聖華 and 久保, 孝富 and 幾谷, 吉晴 and 畑, 秀明 and Nishanth, Koganti and 伊藤, 健史 and 松本, 健一 and 丸野, 由希 and 池田, 和司 and Kiyoka, Ikeda and Takatomi, Kubo and Yoshiharu, Ikutani and Hideaki, Hata and Nishanth, Kogant and Takeshi, Itoh and Kenichi, Matsumoto and Yuki, Maruno and Kazushi, Ikeda}, issue = {17}, month = {Jun}, note = {ソースコード理解時におけるプログラマの認知過程を明らかにするため,視線行動分析がなされてきたが,ソースコードの各構成内容の重要性を踏まえた報告は乏しい.その原因の一つに重要性の数値化が困難なことが挙げられる.本研究では,code2vec などのモデルに備わっているアテンションを構成内容の重要性として捉え,重要性を数値化することで視線行動分との対比を試みる.本発表では実験を含めた視線行動分析方法のアイデアについて紹介する., Many gaze behavior analyses have been conducted in order to clarify the programmers’ cognitive pro-cesses. However, there are few studies that consider the importance of each component in source codes for gaze behavior analysis. One of the possible reasons is that it is difficult to quantify such importance. In this study,we regard “attention” in attention models (e.g., code2vec) as the importance of the components, and attempt to compare the quantified importance with gaze behavior of programmers. In this report, we will introduce the idea of our gaze behavior analysis as well as experiments.}, title = {アテンションモデルとの対比によるソースコード理解時のプログラマの視線行動分析}, year = {2019} }