| Presentation | 2016-09-27 Eye-gaze based Unknown Word Detection in Non-native Language Reading considering Part-of-speech Tag and Personalization Rui Hiraoka, Hiroki Tanaka, Sakriani Sakti, Graham Neubig, Satoshi Nakamura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a method to detect unknown words during natural reading by using eye-tracking technique. A previous approach utilizes fixation and word rarity features to detect unknown words in foreign language. However, the performance of conventional approach is not sufficient during natural reading. In Non-native, eye movement varies between individuals. To improve detection performance, we try to 1) apply personalization, and 2) use Part of Speech tagging as new linguistic features. The experimental results demonstrate that personalization and POS-tag are capable of improving detection performance as measured by F-measure. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Eye tracking / Unknown word detection / Natural reading / Automatic detection / Personalization |
| Paper # | HIP2016-48 |
| Date of Issue | 2016-09-20 (HIP) |
| Conference Information | |
| Committee | HIP |
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| Conference Date | 2016/9/27(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Eye movement and perception, Control and measurement of eye movement, Accommodation and pupil, etc. |
| Chair | Masahiro Ishii(Sapporo City Univ.) |
| Vice Chair | Miyuki Kamachi(Kogakuin Univ.) / Shuichi Sakamoto(Tohoku Univ.) |
| Secretary | Miyuki Kamachi(Tokushima Univ.) / Shuichi Sakamoto(Univ. of Tsukuba) |
| Assistant | Rika Mochizuki(NTT) / Mutsumi Suganuma(Waseda Univ.) / Atsushi Wada(NICT) |
| Paper Information | |
| Registration To | Technical Committee on Human Information Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Eye-gaze based Unknown Word Detection in Non-native Language Reading considering Part-of-speech Tag and Personalization |
| Sub Title (in English) | |
| Keyword(1) | Eye tracking |
| Keyword(2) | Unknown word detection |
| Keyword(3) | Natural reading |
| Keyword(4) | Automatic detection |
| Keyword(5) | Personalization |
| 1st Author's Name | Rui Hiraoka |
| 1st Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 2nd Author's Name | Hiroki Tanaka |
| 2nd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 3rd Author's Name | Sakriani Sakti |
| 3rd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 4th Author's Name | Graham Neubig |
| 4th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 5th Author's Name | Satoshi Nakamura |
| 5th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| Date | 2016-09-27 |
| Paper # | HIP2016-48 |
| Volume (vol) | vol.116 |
| Number (no) | HIP-229 |
| Page | pp.pp.29-34(HIP), |
| #Pages | 6 |
| Date of Issue | 2016-09-20 (HIP) |