| Presentation | 2019-06-17 Gaze behavior analysis in source code comprehension through comparison with attention models Kiyoka Ikea, Takatomi Kubo, Yoshiharu Ikutani, Hideaki Hata, Nishanth Koganti, Takeshi Itoh, Kenichi Matsumoto, Yuki Maruno, Kazushi Ikeda, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Many gaze behavior analyses have been conducted in order to clarify the programmers’ cognitive processes. 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. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | gaze behavior / source code / code2vec |
| Paper # | NC2019-7 |
| Date of Issue | 2019-06-10 (NC) |
| Conference Information | |
| Committee | NC / IBISML / IPSJ-MPS / IPSJ-BIO |
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| Conference Date | 2019/6/17(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neurocomputing, Machine Learning Approach to Biodata Mining, and General |
| Chair | Hayaru Shouno(UEC) / Hisashi Kashima(Kyoto Univ.) / Masakazu Sekijima(Tokyo Tech) / Hiroyuki Kurata(Kyutech) |
| Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Kazuyuki Samejima(NAIST) / Masashi Sugiyama(NTT) / Koji Tsuda(Nagoya Inst. of Tech.) / (AIST) / (Nagoya Univ.) |
| Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / IPSJ Special Interest Group on Mathematical Modeling and Problem Solving / IPSJ Special Interest Group on Bioinformatics and Genomics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Gaze behavior analysis in source code comprehension through comparison with attention models |
| Sub Title (in English) | |
| Keyword(1) | gaze behavior |
| Keyword(2) | source code |
| Keyword(3) | code2vec |
| 1st Author's Name | Kiyoka Ikea |
| 1st Author's Affiliation | Kyoto Women's University(Kyoto Women's Univ.) |
| 2nd Author's Name | Takatomi Kubo |
| 2nd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 3rd Author's Name | Yoshiharu Ikutani |
| 3rd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 4th Author's Name | Hideaki Hata |
| 4th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 5th Author's Name | Nishanth Koganti |
| 5th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 6th Author's Name | Takeshi Itoh |
| 6th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 7th Author's Name | Kenichi Matsumoto |
| 7th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 8th Author's Name | Yuki Maruno |
| 8th Author's Affiliation | Kyoto Women's University(Kyoto Women's Univ.) |
| 9th Author's Name | Kazushi Ikeda |
| 9th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| Date | 2019-06-17 |
| Paper # | NC2019-7 |
| Volume (vol) | vol.119 |
| Number (no) | NC-88 |
| Page | pp.pp.29-29(NC), |
| #Pages | 1 |
| Date of Issue | 2019-06-10 (NC) |