| Presentation | 2016-05-19 Unknown Word Detection in Foreign Language based on Eye Gaze Features by SVM Rui Hiraoka, Hiroki Tanaka, Sakriani Sakti, Koichiro Yoshino, 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. To improve detection performance, we try to 1) apply support vector machine (SVM), and 2) use new eye movement features that were not considered in the previous work. The experimental results demonstrate that SVM and proposed eye movement features 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 / Eye movement / Natural reading / Automatic detection |
| Paper # | HCS2016-27,HIP2016-27 |
| Date of Issue | 2016-05-11 (HCS, HIP) |
| Conference Information | |
| Committee | HCS / HIP / HI-SIGCE |
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| Conference Date | 2016/5/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Industry Support Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Communication Enhancing, Human Communication, and Human Information Processing |
| Chair | Kinya Fujita(Tokyo Univ. of Agric. and Tech.) / Hideyuki Ando(Osaka Univ.) / Takashi Yoshino(和歌山大) |
| Vice Chair | Masafumi Matsuda(NTT) / Kyoko Ito(Osaka Univ.) / Masahiro Ishii(Sapporo City Univ.) / Miyuki Kamachi(Kogakuin Univ.) / Hiroshi Shimoda(京大) / Tomohito Yamamoto(金沢工大) |
| Secretary | Masafumi Matsuda(Kanazawa Inst. of Tech.) / Kyoko Ito(Univ. of Tsukuba) / Masahiro Ishii(Ritsumeikan Univ.) / Miyuki Kamachi(Tokushima Univ.) / Hiroshi Shimoda(Univ. of Tsukuba) / Tomohito Yamamoto(Nagoya Univ.) |
| Assistant | Masashi Komori(Osaka Electro-Comm. Univ.) / Takahiro Tanaka(Nagoya Univ.) / Haruka Yoshida(NEC) / Sinobu Kuroki(NTT) / Mutsumi Suganuma(Waseda Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Human Communication Science / Technical Committee on Human Information Processing / Special Interest Group on Communication Enhancement |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Unknown Word Detection in Foreign Language based on Eye Gaze Features by SVM |
| Sub Title (in English) | |
| Keyword(1) | Eye tracking |
| Keyword(2) | Unknown word detection |
| Keyword(3) | Eye movement |
| Keyword(4) | Natural reading |
| Keyword(5) | Automatic detection |
| 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 | Koichiro Yoshino |
| 4th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 5th Author's Name | Graham Neubig |
| 5th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 6th Author's Name | Satoshi Nakamura |
| 6th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| Date | 2016-05-19 |
| Paper # | HCS2016-27,HIP2016-27 |
| Volume (vol) | vol.116 |
| Number (no) | HCS-31,HIP-32 |
| Page | pp.pp.213-218(HCS), pp.213-218(HIP), |
| #Pages | 6 |
| Date of Issue | 2016-05-11 (HCS, HIP) |