| Presentation | 2018-12-21 Bibliography Extraction from Reference Strings by Bi-directional LSTM-CNN-CRF Daiki Namikoshi, Manabu Ohta, Atsuhiro Takasu, Jun Adachi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The effective use of digital libraries demands maintenance of bibliographic databases. Useful bibliographic information appears in the reference fields of academic papers, so much research has been to develop automatic extraction methods of bibliographic information from them. In this paper, we extract bibliographic information from reference strings using bi-directional LSTM-CNN-CRF (BiLSTM-CNN-CRF), which achieves high accuracy in sequence labeling tasks. We evaluated extraction accuracies by experiments where we extracted bibliographic information from the reference strings collected from two academic journals. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Bibliography Extraction / Neural Network / BiLSTM-CNN-CRF / Reference String |
| Paper # | DE2018-23 |
| Date of Issue | 2018-12-14 (DE) |
| Conference Information | |
| Committee | DE / IPSJ-DBS |
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| Conference Date | 2018/12/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | National Institute of Informatics |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akiyo Nadamoto(Konan Univ.) / 吉川 正俊(京大) |
| Vice Chair | Jun Miyazaki(Tokyo Inst. of Tech.) / Shingo Otsuka(Kanagawa Inst. of Tech.) |
| Secretary | Jun Miyazaki(Univ. of Hyogo) / Shingo Otsuka(Univ. of Marketing and Distrbution Science) / (筑波大) |
| Assistant | Kazuo Goda(Univ. of Tokyo) / Hiroaki Shiokawa(Tsukuba Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Data Engineering / Special Interest Group on Database System |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Bibliography Extraction from Reference Strings by Bi-directional LSTM-CNN-CRF |
| Sub Title (in English) | |
| Keyword(1) | Bibliography Extraction |
| Keyword(2) | Neural Network |
| Keyword(3) | BiLSTM-CNN-CRF |
| Keyword(4) | Reference String |
| 1st Author's Name | Daiki Namikoshi |
| 1st Author's Affiliation | Okayama University(Okayama Univ.) |
| 2nd Author's Name | Manabu Ohta |
| 2nd Author's Affiliation | Okayama University(Okayama Univ.) |
| 3rd Author's Name | Atsuhiro Takasu |
| 3rd Author's Affiliation | National Institute of Informatics(NII) |
| 4th Author's Name | Jun Adachi |
| 4th Author's Affiliation | National Institute of Informatics(NII) |
| Date | 2018-12-21 |
| Paper # | DE2018-23 |
| Volume (vol) | vol.118 |
| Number (no) | DE-377 |
| Page | pp.pp.17-22(DE), |
| #Pages | 6 |
| Date of Issue | 2018-12-14 (DE) |