| Presentation | 2016-03-03 Article Retrieval Using Distributed Representations of Abstracts Suguru Takatoku, Yasuhiko Higaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The purpose of this study is to evaluate article retrieval using distributed representations of abstracts. This method outputs articles which have small distances for abstract as input. We removed html tags and normalized special characters and technical words for improvement of precision. We determined environment using my method on the basis of results of preliminary experiments. On evaluation experiments, evaluation system unified experiment environment improved reliability of evaluations. We implemented various preprocess to increase the precision. Therefore, we confirmed that the proposed method has better performance than comparison method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Distributed Representations / Articles Retrieval / Cosine Similarity / doc2vec / Natural Language Processing |
| Paper # | LOIS2015-70 |
| Date of Issue | 2016-02-25 (LOIS) |
| Conference Information | |
| Committee | LOIS |
|---|---|
| Conference Date | 2016/3/3(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Central Community Center, Miyakojima-City |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Manabu Okamoto(NTT) |
| Vice Chair | Hiroyuki Nishi(Sojo Univ.) |
| Secretary | Hiroyuki Nishi(Tsuda College) |
| Assistant | Yu Ichifuji(NII) |
| Paper Information | |
| Registration To | Technical Committee on Life Intelligence and Office Information Systems |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Article Retrieval Using Distributed Representations of Abstracts |
| Sub Title (in English) | |
| Keyword(1) | Distributed Representations |
| Keyword(2) | Articles Retrieval |
| Keyword(3) | Cosine Similarity |
| Keyword(4) | doc2vec |
| Keyword(5) | Natural Language Processing |
| 1st Author's Name | Suguru Takatoku |
| 1st Author's Affiliation | Chiba University(Chiba Univ.) |
| 2nd Author's Name | Yasuhiko Higaki |
| 2nd Author's Affiliation | Chiba University(Chiba Univ.) |
| Date | 2016-03-03 |
| Paper # | LOIS2015-70 |
| Volume (vol) | vol.115 |
| Number (no) | LOIS-486 |
| Page | pp.pp.39-44(LOIS), |
| #Pages | 6 |
| Date of Issue | 2016-02-25 (LOIS) |